{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from tsmoothie.utils_func import sim_seasonal_data\n",
    "from tsmoothie.smoother import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SINGLE SEASONALITY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate sinusoidal timeseries\n",
    "np.random.seed(33)\n",
    "\n",
    "data = sim_seasonal_data(n_series=10, timesteps=300, \n",
    "                         freq=24, measure_noise=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = ExponentialSmoother(window_len=20, alpha=0.3)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cab7d5de48>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = ConvolutionSmoother(window_len=10, window_type='ones')\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cab7e24e88>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = SpectralSmoother(smooth_fraction=0.2, pad_len=20)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cab7eaabc8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = SplineSmoother(n_knots=30, spline_type='natural_cubic_spline')\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('prediction_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cab7ee8ec8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = LowessSmoother(smooth_fraction=0.05, iterations=1)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('prediction_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb497988>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lD8u358/3IVNF8QkgiCzfBc2psZcgS20ommGLv4xMBhdQTvfSBqGI8ppAJlUd5Tlm3yY0w/UZi885l3fC6xooZeeQ7ThK9z7lW60UxOTiRVsdDztenv8llNI+4ffbAKyllH6XEHJb8vevH6dzAZAKbqc3/BZXX9qa0z4THprdoORhXi9UkAoHt9riAKcMcvPQz1h4Qcp9Gg2wDpKzrMZoXAusKF06YAmE9vGYQCaV3MFf0Qy8+twTUBIJUEpTnjGQm2dqGOlX3Lk4EemSGoN4F1TPVXbB88/WrgXQmvz5IQBtOM7g7wS39evWBQD+7prdoPTxnt5IIB4n2wfnfxWFvcDv7nwDPd1daGxqzvk4cZU14HDepyALfjknEt2gGA8ANAE/tE9+Pf8gJpfOrZvx8rOPgyZJ53A4nJJZmov37LwHMgoxl1Ih6e5Brp6/phvSmAu3IN61EynzBI6Pzp8CeIUQso0Q8rnkZ9MppYcBIPl/w3E4D5s5tdnNK3JvzZbvdPm0xwjAGxEnsC/cdicIITB0He1rf4uvfeZ69HR35eyxuN0LRTM8va1MTLaKmAhocnFmOXNtPK/ImE/OHwhmFbll0wbownmefvZ5KdvkMokpjtjRrTffgF/e9y+49eYbhPuU/f7Tef65jlH+feez5b93btmc0/6DOMdc7Xh4/qsopYcIIQ0AXiWEvOv3i8nJ4nMAy5oM0lLomcW5Z9d5eQNB1MJP540YBnIqk6Dq9lomI0ODoMIHWjIp7vIPrc5q/9y8wGsioWNaae4+iayaahCg6bxHLzz5X7j/rtthGAZisZjJm+dazM+T8w8gQep8YWVHDQO73t6BW2++wRbbycnzFyZINwox20nSrQOZaLl61YokJvKF2+7ET777TTMP4rzZueVBBOXoZGt59/wppYeS/x8D8AyAZQCOEkJmAkDy/2Mu3/0ZpbSZUtpcX18f+LmJdcaDWIJ5DeYgauH78RRyuQ7ndxctXYlI1FqWR5KB2VzvlZdX65ayn4kZBs1bKWGxPtQPv30r7rvzNuiaxioyKopZ1z9X79/rHgVxHWefz6qSXrDiIpBQyFZRklsunqkq8P3OVTanl7KlQv1M4pTm+C7oRko1gA2vvGD7PZcMa+DE0z559fwJIWUAQpTS0eTPlwP4JwDPA/g0gO8m/38un+fhx4KWScos19LRfnjGXPTHzvNvbGrG9/7zV3j1uScAAJdd+7FAJkovCiwIVVRc06X66SA8f9Ej5MFSbiQUsgFbLole+eT8+QqysanZs6JkLp6pOEbcRBDZTpB+n2MuGe+qTlPyHlZffnXyXgWTB+F2f90k1kFbvmmf6QCeSVIdEQCPUkpfIoR0AniCEHIzgH0AbszzeaS1YDz//EoAj4fn7xx4suB1rvfK6z6Np9Fv+zE3zzgIukT0CEXgD0ci+PIdd+cMbAC7v7JSwtx4HadsgU0cR14VJYNcRcrGUbZBU7+TXy7nr7oo904981zz9wuW5pgH4VJbySm/bZp3aU7HcbO8gj+ldA+ARZLP+wGsyeexMzVVzy3pBMi/BNDPYM4FdNo75H1pU84jTwHfnu4uvLN9Mz7151flxKW6gXwQDdYVzbB5hOFwGFdc93FzVcQtl5Wkn2cYz8Gr9QPMsu1yOYbMsr1HXu+R6LycN/tDWe0fsLxyfm94oHfR0pW46ZavAGDXmEuWryqRwsriI5+45iQE/5PJck06AVJBMaVvQI48sB/QzQV0NkmybsVmJeK15FLiQfbyih7PQz++N6dyxe0d7Xjld6+neLKUstVXSSy3Z+yn/nouUkA/K8S4qmfd/czv5K0bNOtsYj/H0A2alUBhUnGnS0TnZc4zL+D6K7ObAMTzd0uGy9UJktX1cToWxw4dQOeWzfjwmotzOpbMCuAvmKJnD/6U2kvkygZM/ercavv48aZy8dYWL0/tSwvIr+XCM6/MqsSD7pL8I3o8ubRA7OjowKdvuAaqokhXL5OqnhP4Oz1CN8tlovfj+ecyuWQyRhQtu8nS7RhOJ0LRsgB/NbV4IpDqNbdvWJ81+IteuZtaKSdaSTekcSnuWLz63BN4+dnH8eJTj+B3v34SrwXQD9ppBfAXLMikFtmAWb5iRV7OT3wRqldlP0DOlfSlBeTXolx/eVYTpRuwiR5PLuWK29raoCqKdPUCBFBNUvNXiSvIsSTfJreYgtNc6zhlC/4eJaOVhIJQOIQv33E3LvjaVzKmTrZ1bpZ64s4A7eLl2TtbolcuKwMP5LbK9gqmNzY1Y0dnO3RNZ+M4gH7QMiuAv2C5SsNEkw2YfEg9nV75fQ//CktO+XBW++flKZwerexasr1XbpSGSKVcf/VlWQ/01tZW6YtqHT//1Fuux/Hj1eciHpDRk26xnmyoDbFUsTip7Ohsh5JQQKkBXTNw/123Y83KZnzkslbf+zYMiq6OTa705GXXfIz9f+3HcN7ipRmfOzc/aqXcPH9vJ8L2zgXQD1pmBfAXLGh1g3PA5BpUlp2fjS5JGPjN04/jczdmD/4yk11LtvfKy2PlE88ZDeVZ7RsAmpct9+Tjc1Vc+ZU/ajrNOi7ii/YJ0POXrez45xMfvgzXXN6a2f6TlIYsSSoUDkFPHp8aBtavX5cR+Cu6IXVGnMe67NqP5QbOjmRKqeotpzwI7++K79wNH7k8cK8fKIC/zXJ5mDLgdA6YXIPKssG8aOlKhCNhGApTsrz0zOPYuOnzuHDVSske3E03KHQPbySlB0KW98oP+Oaix4+ruicfn2vyVSbXnciSMvGzQsxlElN1u6TXCaaVVdUmkD76H9/Ha69lxje7FQfc3bMTKy66DB3rXgEoRTQWw5IVmVEz/Pk6J/jHHrgvZQLLVorpt8lKrpw/NzfKjY/jpnlVWR/HywrgL1i+pW1A9pUM3Uo7NDY144rrPo4XnvwvUEqh6zpee/31jMFfdv5vvxHF1vUxVNcZuPTP4iivpJ7bZ3scp+UC/vnOtcgM/LMLLueb89+2davNS/7aXb/CZdf8Gn3HNuAjf7EMe3aJoJ0538wpDady5eVnH4eu6QhHLHnseU2ZUTP8+TkneNlqIFsHxW+TlVyS4HjsyItyy7dNKfBPlzkXVCErL8u2kqEXR3jZtR/Dq88/YWZptqzKPPPQef7tr23DnV/thqZdAqAFO7bG8K0fDlvbZznwfWnY8wn+OYCmpnsnX2V6LjJza6yeuh27l9n0qe3abG849MNvb8fY6N8DuBR9R1V86e8hAGnmfDMfS6KHfuzQAbz41CMwDB3QgYZZc7Kq7+O2vWw1kK1UVfP5kHOjleSrI6dAIZ82ZcDfzwx7PDz/bD1PWfYtN+fAX9SceaBLfKl6urtw51dvhKYpAGIA1qKjbQXGRojp/acLWLkfJ7+5CukmDl3PTlsOZH7N2cgxM7l2Rcu8STmlFAubrYZD4VAMY6OWHHL3O1GUVVhxkwtXX5Qx3yx6xGKSFHNQclPMeG3vlo2e6erLr6IrlzwIfo9kun5eOj3fNmXA388Mmwvn7yzz62bZLtc3tqf2vJXxg0B2k5j4Uu3obE8Cvw5AAdAGXWvBtvYYLr6StUbMdsnrBxB1nXGu2TTI9lv/KBvwz3R8ZPOsM/lONs9Z1SnOXWQ5C7t2XopNa+3g3rmhCDd+ho2n8uLMIUJ2n2SeeU93F3Z2tYPc+BHfE0ymq0JFN1CCzMA/k+es6gbCWeS78AlGput/9fknjgv9czzq+f9RmFtlQdG0pBonG/PrwWTr1W5Yv85WUVCsvui0bEDBVu9l0Uowjz+c/L8VALB5nSXIzrYFnf9J8o+PVsp0wsvmGpw9lMVa8kHsX0xS+/hnv4J3d6ZShFs3WL0bsxpLHqoxXkWXr8R/8cN/wZo1a9DR0eFr37KVs9d9ym6CzGD1lW1cwbCvjhpmzbF0/Wne76Bsynj+flLyc1Hj+KUEsvX8l7as9tSvi5bNgBQ95nCkBcBasAZrrQCYV/ZmpwUKiWyOoem+OfNsq5P6odWynVicoLD7nQh+9r1y7NoZxUVXJvB/vz0CUcWbleevMnqPe4K6pgdKU4rfOXY4hP5jqWP9rW0xaCoQiWa3wvPznWwzup33NB2dm835p2s/KVq2VLHTeXJLJMunTRnwB9Kn5ANssGQK/s7SDoB7cDnbtPwFi5emTF779oRRUkpRP8O+z2yOIU4Y+/eGwQC/Basvi2PTaxSGTnDscBiT4wQlZUwWmqmO3W/KP5D9JOmvNEKWnr/ABVMK3PV303DwA/YKvfR0CT501SQWr7CayGTzHDo2t6eUiw6SphTB8IP3rNd/4RIFRw6G0XskDE3bjJ9//wVcdHlLVo1pnM/ZMIANrxShoorighUKgOwyuilNbeJio3MV4I0tjj7EOa6C01kuiiJum9YW4eEfXQ4lsRYlZa9j+UUtmDN/AVgTxPzZlAJ/P5bQDFRk8R3RvLyRbDxmgA1icfJ6+ZlifO+OaSgtM3DvQ4M441yrDn42oCC+JPv2WMPi1LM0vL87gv172Wf73w/jrPM08ziZ1PfxW8I22z7BfpqGu52HHxPv6773wibwc3vu0VIsXmEporI5TsfGDbZy0YQQV08w10n+g93W+Z9yhoZwhKL3yFYAa/CrhxX85n/Y82g5/YrMwN8x/n72r+V4+uEyAMBXvz2Cq26YtK3Er7vKX0Z3Qkuth7NgyUpQxAAoMIwYPthtLxYcxMply/oYfvSdCpyzUMOt/zyMaEzY1mdw2O0Yu3ZG8I9f4Tr+lZgYW4nXXwTe2q7jrh8P4bSzg+tr7bQpw/n7tWw8hY2b2m2co7MDkMjf8WBmxuclcOWjwwTf/8dKAMDEeAgP/Js9Iza7gK+1fw70ADDvNA3zTrMGoDgxBMGBu92rbIDT76QXBO2zdWMqJ9XxehGGBqyVEK9amYmdL8amYjFcfeMnPUprZ76CEcfG+yL4n65h7nwdjOpTQKn1PDIdT+L2OzqjJvADwH13ViRXllYMYKHPMgyyyU5NrAQ11gK4E8BatL92CSYnhO9k8axFB+Lw/jC+83fTcORABG2/LcZLvyqxbZvNMzCSKiEAeLtbLvvuPRLGHf+7CoN9+YPoAvg7LNOB3tHRgT+76gpbc+p0weWsOHnhvJ57tBS6ZoHM9vYi/KHHepFzDXLt32N583NP1TH3NGuA7xP+lrn0MfVFcbtX2SllfIJ/AAHfTiEoys0wCHbttL/MmYIPb6/4V1/+Or73n7/C//nWPQAgDWhmF/C1npno+c8/Q8OcUzWwGA8L9pt1nDIYryw71jrGrx8vtf1d1wjW/sbe4sy/WCL1uXW0FYFRlLcDaEEiTtAlTMzZeP7i9T74g3JMTlgw+ejPyqAkhG2z8PzFYK+4evzYZ8bx998bQmk5+3vvkTB+8O1MeQj/NuVpn5QSsxkOFlkVyZtu+YpncDmhGihNxQ5P4y9tT3cXXnl2O4BLwQOxALB1QxHObGQeOiub7F8qKXaOUhLAkYMM4AmhmH2Ku+ef6STjVgJD3uIvt9VLpufhx/gzMAzgnR3WA7zw0jg2/o4B2q63olh+sWIdS9VRXuT/NUto9vIUIi0mZsZmW1+Jg6FhAB+8Z03kp5yhQVEI2Jhai+mz1+Ib9yzO+DipReNSPdsdW2MAxs3fs31ulAKb21JfpA2vFmH15Qyhs7lHfGVOKfDGZvv++46G0b01hmWr2TPOjlayJoyDH1jPoHGxilVrEigrH8Y3/qYaAND+WjE2bVBwbXblujxtSoP/Gx1duOOLN0BTLb55xsUXZrSP1tZWRKMxUCg2z1XWAShbYOMBZQ4EibgK4G4wRQ6bAN57x/4olQzAX3z5Dn4QgWGwVcWMOTqKihEY7eMlAQyixZ+4f69s7mwL7PHr7TsaQnySfbeyysCqSxM28BctnsGzVoUMYn7+xw4dMGkxQ9HxwpP/ZdOBZxp052NvoDeE+CQbHxXTDFTX0iTtAwAtUOLL0NjUByDTAKgFbMcOh9B7JDUm9O6bUcQngeIS+zmlP3f7JHHwgzCOHEiFsJ3bLMDOJhmRf+fQvjBGhlLfoV07oyb4Z7OKF2nfQ/ut+zP7FPaeLV2t4NJrJvG759kNuvvOSAH8g7R1LxXhu7ftgKaqAFhFzOOHnrwAACAASURBVFefewKrMqyJ09LSgoeeeh4vC52jdB34/dsRvNfThZ/cY59csktpZ4OF8+Ni8hUH/93vOsBf87+6EEHz6CFrsM+cy85z1lzrfI8dCoNSgJBskp4y8SCz57PTyf+ylfRy8D/wvnWv58zXcM5CS+Hz+7ei5v0BMqOYeP6B09sPR8KgKpuwKKUmF8/GUmYZrPwajh22vjNjNjtuwywdkQiFphEM9lvKrkybv3ATvf6m5QkM9oXxwXsRaBrB22/EsGQlA1C/E71TxitSnResTODNrTFoGkHf0a146Ee/wdILV2LhBZlnu3Na5t2dcj7+98IEn02+C39vVAU4etB6DjPnWGPlM18Zw+svFkPXCLZ0hNDdDTQ1ZXwoT5uSnP+WdTHc9XdV0NRLgGT2H6UULz/7OLZt3ZLx/hqblprJK5QCt95cja/cVIsf3rkdSiL3YKaYCh4OW8lXp5x2IcIR5qUc3h/BtnYr2SWTY4jbip5aQ1JCWl5JUVLKfk7ECUaHie28/B9HT5u4xM0wslhZ6PZJkmvIH/7375nH48ffsCnzJBp+PjxgCQBz5uuYNU9HWQX729BACL2Hrdcqk+fAwU08f13TUdfwKUyfdTOi0VhKbCRTWoNfgzjJN8xioBMOA3UzLADqOxayfcePieez4dU3wFaoHTivScX5Sy06TATWhKb7Sq50Ok17dln7qKnbhPLKfwbwMwBr8MhPWQxu5/ZOaUFENzOE6rbta7eb53/xlXFzm11vRUzVUXaeP/vykYNhc5VdP4Otsrk1zDSw+jIruHD//RkfJq1NOc9/ZIjg3/6hMvlbC4C/BvBTAKwiZtfmjfjcjVdmtE9xALz3bkRIhmoFEEMoZKeEMqU0xEJZl3/0ebzwRCeAVixavgiRmIb33o0C6MA3v3gjdI21L5z37Iu47opLMto/ABwTwL8+CQSEAPUzDOzbw8Dg2OEwKqu0jGRulFJ0d21N6eR09Y2f9DyvTMow8PvKg8iJhAFqGNjesQ5vdrVj2YVrsHXjWuiajkd/+v2MWuPpBjUpmQNCkG7ufA2hEAuYvv0Ge+7734+gYVbSq81oEtZt568qgGHEcPjAXwNowao1n8DZC39nbyiSIfjIPP/pMy1QrZ9u4MgB9nPv0TDmnqpnNMHw/fd0d2HDqzeCrVBjKC59FnUzrE52oqjA70rM+d7s+T1/Dh1o++1HoKkKAAKAPXe+mr/lhit9r4641+88/7POewadGy7DxHgIg/1h9B4JoWGmAU2nGVOI/B6JfD+nfES77i8n0PZbNiM8+ihwzz1Aba3vw6S1Kef5//K+cgz0iQPhUwCKTY9qwZKWjEs8iC9H1yaRa2HBs0XL7rBr/TOkfcQXfGJsFbiy4bSzNEHf3wZNVcxVxsb167Laf++REIAOAHdDUTabn9cLHiHbJjPgUXQD3VvFTk4a7r/rds8VQLYrpMamZnzhtjvNF5JSClVRsOm131rB+WRWaab7BoADoud/Krsvc+aLcRPr75mUkhDLFd/z4FM4e8E3IcZ1trVfjGtu+j/2JKYME5L4BHb0kLDCm2nto2664Pnz55zFKnJHZzuoYdWHGuhd7xo7AvzdJ2dF1l07O8E884eh6/xYBtgEYK3mN7b7X+Vxvn9HZzsotc5/eHADzmi0zn/PLkH4kPEEzI5ho97myMQQKs48T8Xqiw089hhQFXBZ/ynl+b+/O4wXnixxfMoA+qP/y8pozJQPFoGhK0X/3YK+Y0vR2NRvfpKLblp8aWefomF0hHscrSChGEgy8JxJ/1LRo/pgdyeAKwEo+NVDMay85ElWe0TwDvmgzbSxyaKlK1M6OXmVsM1FTTQyNOiaIMkSpzIrVWwDfwfnD9g9t2zBX3QKGpuaMTF+BcRXND4ZwmsvFOPP/mLS/CwbrxywAw+nfQDYssU5BZhJYiI/nwUX8PpQzHNe+aEWG/jv3xuBYQChpPs5qerwwra4ai8N0rmxC8OD3DMPIxIJQ1MBSmMArgDwHPhqfl1bGy5rXe3r/Hkw9txF9vNf0dqC8THNXNWLgVpVp8hA0GUJB45Zvnf99NRxQghw7y8H0HJOFerKs6h1ksamFPj/9J4Kk2NbvCIBEmIaeaAFjYvORWNTUh6WYYkHPuDjk6wBitP274lgZIigsoqhUaYereLGyc80MDJkKTTOWfhbrGh9xbV2kZtxLn5HZzsO7esDG/A6dF0xwVkGChmBv8oylL98x924/67bQQ0D0VjMu0ZRDvdp0dKViBXFoCgKCCEIkRAMaiAcZnLJT/yvT2bVoETXgGNHrJeWB8NnzxM8/33Wa6Xp/sv+iuNisJ/Yyi9w694Ss4F/Js9ApOmOCXGJ6TbwF1Z4R9k2mZTy4OdT17AcvD5URdVqNC0/EwBFZZWBkSGmluo9EsL0WWz7ScV7knRSPhtf3Qw+TgHgiuv+EqHwPDz/2FUAAEJeBknSrctW+gN+wPLia+ut86+pW42FS87EOzusczy8X1C9aQaQATZzzr/vqPUu19bLn2NJqfTjQOyEgT8h5EoAPwSLXv6cUvrdfB6vc2MMXZvYEwqFKP7m1jH87tfFSfBn/OFFVzDwT6gGUOy6K5spQsr5oX1MyQAAs+ZpqKikpvRv9ztRXNDCeGCe+emXz+agoKlAf9JbIISiboaOiXHrhRwbWYWbbjnH9h0/tr1zi6kuMYww+LCICHEKy/PvQOfGV7HyQ0uw4AL/Ewx/qa6+8ZM49cxzsaOzHYRcjG99ZQ3OOk/DN/9tyJT+Wd/x7zXrBsXO7Z02eaeYPwDA9re6isw8KQ5qg/0hGDq751U1BmLJ3cw+xTrXA+/bHYe4qqPMh2sorhLEInrFJYYpy3QmkWWrwbfTPtZx66Zb2/QdDZtOQeT6D6N1dXoZNL9PzDNm9aHmnaoAGATAZMNvbWfXtu+9CKYnYyPpurc5KZ+KaRcDuBeAglAohsuu/RjmnroUzz/WAACIRn+Hv/zCC2hathKLlvhX/IjBWH7+c5PnP1NQvYmef6a0D9++v9d6/+sknn++7YSAPyEkDODfAVwG4ACATkLI85TSnnwd8/GfWynmH/7zSZx2toZ5b1vL0CMHs3uY4rYH94mUjI6GGboJ/n/oiZjgD2RWU14Rlol85VJdZyAWg21AHj4QNpfSmYBCZ4fV2YnZLYjG5uJff7HIXEHUzzTAYgFrsGeXgltvZhLKi878sK98AlHy2NjUjGnVy/E3f16D+GQIW9eH8fC/l+NzXxuzfyeDa9iwUd7vwNnzgFu2KhnuDQP2F3bWPPtY0jUgnHy7/IK/eL2inPCamybx7COlUBIERw+FMdgXQnWdkfKddMbH0fgowcQYu46iYopp1daKQKQf9u+12j0+9tPvY62PADm/ryI4ilJhEfz3741gaVIvn44ec64MDMOqPHvFR5ehsWkBKKXmRKkoK/GRj52ByqrMpKqWGkoIiM9OlTwfEt71TMcSp5YOfbAVwEYArahtOCujfQRhJyrguwzAbkrpHsqiKo8DuDZfB3vpmTfwZue9ADoQjlB84vMsu1AMdIkcaLa65jc2d4FLw2bP03G6UGxt9zuOtP8MuGB+DOscOxAO342e7i6UlVNMq+a6YWKuDHgiUzpTdQMLm5MlFkK8fv+nMHverTawbJhh1X0BLOmq3yQap0b7wR+Um94sADz9UKnthQIyA7bXX2/z3e+A7TszT0uVLNVFL7mkFKhtYPvUNWJzJvwkemm6YUoMAeCgAJ6nn63hjHOtXIJdb2WXZc016X2OCUwUqoj0Xv+xDSlll9MZjw8cEc5fdFBmCfTYYeEeTSre1+H0/NnqipV1WLxiCYCkKk14pzk9mU2VTlF/z/MgrOvowKF992Dn9i7bd/wfg6KnuwtHDl4B4JsA1qD/2OZ0XwvcThT4zwawX/j9QPIzmxFCPkcI6SKEdPX29mZ1oM0dHfj+t64Hv8lNy9aZoG/jNwXwz6abUk93F1548hoAdwC4CIP9P7e9sLsdGbiZtusDOPgz77v3yD+atYTE5BDucXH5XDpLJKuF3vPgU7jk6m+Aq0vEewNwYGtFSt0Xn9chvoCGAXQ70uYNg9iaiIjX7ceWrbowbbMe0TJ/YeXAKRoHCcBSRAH+JnrnBOGUAZ69wBpLokY+I86f0w2C2q3GwTVX1Rpm7kgifgkiUavIXLoAuaiRF4FdBH/xHh0Tcg1Yrwd3R8LpPIhyW1FpJVOlZZLly2v1iJM3j4mUllGUV24EsAaG8Q+47bPs/cs0i1g1DGxrb4cVs1Dw3q78N29x2okCf1nkKOUOUkp/RiltppQ219fXZ3WgtWvXwdCtmzxjzlrzb+JA6TsaAqeYs1km7uhsh6EnwKRmGja88ndIxDcjFGKXdfCDsK0glF/wp5Q6lqJtcHrfM+daK4zD+8VJzAf4J4GpsakZ5yz8Gris0An+JaVAaRkPgt2Jb/3wqYxqIYkAeOD9MEZHUode95bswX/RkmVmQTRRVqvrsFV55GYY2a3w+o7IPX9ArpQB/DWYEWkPw7AHFGfN0826TQDjyrn5XeEB1gQ8IHDNzkBjKARU1/LPWnDbvzyNv/ry1/HI079JT/kIY6HfRckiBpdFgKUUmPCYJMX7o2vAYWGVOEeItzRInkF2tI88IF5a1obU1a///fMJcu5pF0Lslte0LP/NW5x2osD/AIC5wu9zABzKx4FC5GKYN5nEcNk1VqJJcQlMyoSltGeva2aepnU7KTXwzo52U0ZHKbHxoH5XF6pOzYAyyxxtBRADIZaHO0Pw/EWu0ldjExclkbNBDMC9RLbUrp+xPHl+PsHfJe1flEju6IxBjPFmBGzJFQzPtAZYkP+Tl9fhoy0N2PBqaoA3kxWejPN3yvPECVNMlnNSFjITwW2gN4RE3KodVDGNYu6pdpkkN0r9e7Z8XIvAXFufem4W+AN105fjplu+ggU+yiSI4D8glCKubbA+5+oewD5WAWA8Ia9dTynFhGKPqXBhRW2DjpIyIWYheQbZrI44FjjPf858C7TD4VjGVU95Ell1reVIzT/zpePSsN1pJwr8OwGcSQg5lRASA/BxAM/n40A731oJfpM/fP2vcd5i+022DZYk9ZMNJaMqAHA12EweMmWMc2wqEOul9ZvlKw6svmOc51yLS67+hunhikAtctJ+m5lb3xWAbUYqKIgUwUCv/xdLXL0AdvC/4qOTqKljxxobCdmSZyj1z9c6t9v7+wj+4YtV6D0Shq4R/Og7FUjEHd/JyCMUOX+WBDc+ZudpZZQDAMTTyBgB++pApHx4IHnuqfYkMnGS9H2PhKJu3Jy0D8CoH2YdeO7RH6Knu8vXveLbUApbe0jxGFW1BmJF7F6Oj4YwNmKRAKNxOfhPOjT+Bz6Qe/1AMMmIADAyaN2jyirr+6efsxQcT6746PMZVz3l46j/qBWzmHvqMt/fD9JOCPhTSjUAXwLwMoB3ADxBKX076OMoCvDKywC/yR/95KKUbUSZG6/Jkql8rqe7C9/4/A0AfgMgjOLSz+Jff8GAWZQAZpP8I9IlVmOHFlx709+a3kKDzdux86hp96+JL0saz79OWNb3+q/74uzA9IceC/wbF6lY2GwvjCaa32fhLDXx4lMlpncIdGCg9x48cO9O+76z8AgP7d8CYA2Ab+KBe6+zZSi7TcKZev5ingDPHyiroKhJeumqSmwBSb/iAX69e//AM2M7pODPPH8WW3rtN/+MW2++AZ1b0gckuSMxNkKgKuzel5QaKBU8c0Is9Qxg9/7dPP8xx+cHhJXPnFPtf5NRbzxPwY9pOoWqsCZJAJOFl1da361rsFa/oRCjajJZWWiSlYW40jqedsLKO1BKX6SUnkUpPZ1S+p18HGP9emB0NFmeeLaO+WekviQ2xQ8fLIb/blsJVWe8n8qrbeqonDbXBGaeAQrYg1T+y9haAeWDH9wD9lIC1XVybXamXLO4OuiV1PURTaQIuPfoL65gbUOpfRI85QwNZ5xjgf97kuqkfkzMCdB1VrWVGQMx4Jt4/rFrbGCdSY0lRWcT2GD/BlhJcHZVkUgDicXdDCP9ZC9OwocPiJ6/9flcIbApFpfzS/uoSUele8tV4AKIseFUUGdg1Aaxo9eW9g1p92/SSr1WiZCyyk0p282YlRn4TyQcSp8MPX/A/0Sv6gZGhkWvn5pZyABQKzzj/mwK3yW3HRJWFlU1Uwz8j4f9+tfWzytaE5DVXpLRPoB/cFZ0VrYgHLGCNzPnWskwtsxPYdCyBir++s3yEr/jY98CA7IOm7dgVy2FTC/bzzXwwWgYmdE+fOD7AeeEAMxD/SGzM1JpuYFp1RSnn2O99O/tsoO/X2ATr/WtbVEM9vN73QYO1pQqeGOLBdZ+AYEH6SYnCAz9EjgVT9zcAr5AevAXJ2rxOYgr07mnyXl/Pys8XtfHWbPm8IFUUGdjqxVADEjGlhY2p8+G5mPhjc3bwCfc/qNXpNRvarAFfa1rnVB0qdOV4vkLSXSicwVwz5zZYF84o+qbanKCd6N8AFb4jltvcnVnGPDtLPIksmGh3WfVVPP8j4dtEaozr2hNSLeptQ0WwVPwAWqUUjPQePWNz4P3ET31LIvDsxX8cmR++pNi6il1/CPR123ZsBXTKIpL2KCKT4Ywnlzt+JIYJrcZ6g+ZNEnFNCMl2xZwcP59nPP3MYGJfLYjEY4Q2MB/z66Ijd/17fkL24l9UVd+aAVEVcWM2dbEnGncZXjQ6nRVVv7tlD4BVbUGIkmZ5OhIyKYySpfBKgK4qCgaH91slsAWPX8RAP3cI+6dnt/Ma9aw+7F0dSqoM/Bn13nqGd9iRebOb07rrPBreGubJWOkVEnJuRAnNJEeA4ChSRVOm3DETA66yDwBoLScmjGF+CTB5ESy/HgG94g9Z2ZcEMKtrkHw/IVJOpPVF8BKf3Orqj4x4P8nXdtn0yZgU7uBnz0ygfObFdvfeNp6cclFYIWg7AoFvxp57llEIi1grRWBuoZRcxuxQcZAXxiTE1a9joSmpy01m1D5yiIKQwGAGKpqVqdcR8W0KxGfZJ/3HgmjvFJLew2GQU0AFJfIsiJTgDPgm4Hnr8lXP3xVVFNvoLpWx2B/GPHJEA7tD5vLeT8lHgzD3jd2txBTaLnkAowMvYi3tncAaIWuNQKIp5yXl6kpQcAWzJzbjMamAdt2oRCj4LiEsS9ZEhnwpuCYxt363Sr41YEHf3AddI1lLX/qi8+Cj1WRGvK1wktuM/9MHrBsQzR2MZasPD1l2yozttOCiqolaGxipRkU3UBxyH288mNUVq0GL4rGFTGi1bvQlAAwOK7YiphpuoGxhDUhTE5Y3wlHqC1vAGAxhZo66xkM9IVQWqb79PyTXvmQu+dfU2+AEApKmTpQU4FIlF27n7LR1gRjHWNagfYJ3sJhYEUL8FdfGUdUkJBzGuWX9/0LHrj3OnAefahfBP/0wJCqxGEmribCYaBeUhET8MfJKzpbWXz+/z0LvrKYPmt5ynX0HbvCvA6zIJdBPflIETT6ewX9uiTYCwC1Qpwhk4CveJ1WFm8HBvu+a1ICp51tef97d2UWG3Fu8wchoe6MczVc0NIMXgZbDDb7DiYnQUHkaZ0eITc75yxmsLqPJ/FvlIq0Txt0zcpa7jtmUTRHBPD3A2z8WlmgkQUsaxuWSanQ6lpBZNDv3yHix4jELIXdR/7i+RQZo61s9FE7BPWP2520wQnVNjGKXv/MOToikmZbYjyMr+b99J4wJ3kP8I9ELY6eUmI5Qb5jCsmxJHr+BfA/fmbvlKSC8cJ2z9+XRyuAmpd2eroYVM5Qh89pmWnVy8EBjPP94nWw2unsOnptE4wH6KipYA7I5X/Oz/lE6Sc4Ll7nof0R8CDsm113mVnKp5wuJDHtzQz8xWc1OkzMvq7RKMUpp2s4s9HyHK0GIP7jOqmevzv4i8Amrqa8aB/xb+OjxCx7EYtdbMtaXnmJRdEcPWzJPTOR9IoOjhvoiJ8P9fl3iMT+wHyCaVyUmh9gU0Uds0PQWFyz5zw4JgMxiVEMhosmqtL4O+1nBSl/zqmThq343bHMSkhIaZ8C+B8/452SWNp6FKHwxQCA8dEt+K8f+2+DaPf8xbR/+3fFANfRDDx/HlMA5NIw8TpYe8fWlHPxAh1nYhG3mlr5d8orqZn6PzEeMjOW0w38VM6/DaKSZEdnO+aelj2fLQaUxTIa88/SEI3ZeWERPPyquvg5DPvy/OWUhpik5DTu+fd0d+HhH98HvoKrn2nPWm5a3mx65bpGTK/ZbzDTeQ1VNXJvmClcrNiFmsRfr2eh6YbZLtEGbHWp36m18eZhm2cPAPsGWLCEUor+MXus7sghK88iViQviSCCP/f8FR+ev/WcreVQpeQ5iyt7U/GTwSpSUWAW1guF7VLS42l/0py/mznL/d75f5ej7yjzRv/7Jwr+58EofvLIs1hw/RWe++EBVWdSizg4AHt6uChtS6cA4fJCALbuY7yio3gdw4OX4OmHmGcoArmXVxhPySHoANCGRGIpgIUp2xPCQI8neA0NsFZ2qkYZxetitiziw2HI2luqqqBk2ZNZ4TJbMxqh9MHpSSpp+iwdoRCFYTDAVBQgljxfRTfSViWV8rQSjxBwlxomVMO1rv+kqpsUnpJQAfwbgLWoa1iSUpl05lzdVDId3h/G9FkGtGQmtFcrQVNiKHr+LiqTcJg9Z36coYEQ6mcYns9CnIDEY1RLvNqSUqC80sDYSAiqSjA8SFBdKxS1G5zE9MpiDIwrKcHed7q7wJIpFXS8HkNP95MptFK11PP3P0GKtM+0qtTvibQYn+j8yj1V3cDwgH3/oRPkgk9Jzx+ArRQAGyxtAKw2iH50zRzURoetpJbSMntSC+Dw/A/688rF/QOOF0oY3Pw6xMzlAYG/9/b8rf28v7sTXJ733KPXuLZXFJUJHAwTHktqVfAIlQR/WVpAQr/Dp75k1eGZJ2Sw7t9rSfT8lHiwl9UWEqSSpSOiMcsjp5TY+HI/lIld7cNM5hECDs/foWQZd/H+JxVL0UUpU3QBbbZm6tzEACcPavop4seB2y/dIEqJzbInXvEj4T76OYad97ffJ92g6Nw7gD29Y+jp7jLVTgCwd/dGcCWRYaQqiQCn5+8/Ez0hWeE5OX/APmnya82EQvxjCPYCUxj8RWODpRVADCSU7OWbga5ZjBVUS5a5YoNs0fNP28BC9MzTZASKBbr6hfPxWl2ImadHD1nJS4Yuf6kAx8Dv516PVzVG+Ute17Acf/l5qw5PVa2Bsgq274nxkHlP/QBbQhpQtudYiJVPMy1+J6N93OR5bp4/kJqsxG1S1U0Kj7W6YBReXUPqMdyuIy31lryGPbus7F6ZV85NpGv42PNcRWqcjvIOmHITr80Z9OX29huWoIHHhjSlFVyqGonIq7dKPX9fUk82jm3nL1nhWRNaB7ZuuDdZ2dMfiGs6/aPg+4EC+AOw65oXLP4ULrvmYzAMmB6rm3FgE/MDamTgLxSzEtU+uu7daCIu1DgXjyED/xpJ9i07R6/9W9/R1FaYL5VHSWSR6+bqF69rsBeOc08iIwT24mV7/AO0CHxuAUFb5VObTNKHqkvmEWao9gHkvD+X23IK7yyhabusu5NbEb/0SWSMWtr4u6thZveOupdskHn+no6EmkqZVFYZZkMbp9W5lMIQTRQ0qKqK7q3tGBpYBa4k+vb9T0kLotVI1D6Z1CZKR/uwWAmjid99807cevMN2LZ1S8p2TtMN1tKTgT+LWxDSkfZ7+bIC+MMuDevZ8ThefOoR3HrzDVi/caPn9xJmMNYavDIetX6GDkKSBZ2OMW0wN09aRnPx/OtSv1Pj8NQ4E+O2f8Og5t8MAxgdsV6q7/yH/KUCHEqQAT+gIMhc09QOEusgHdrvP4OVx1503Q7+tiYiLl2YMgns20DBBfynVVNEo1bhMrHNppO/BuxUUGNTM6prbgMvq+0UDgDutJKXV86FAzs622EYVnbvscPu1KYI/lzx43Wv+OTy2ANWwNrLq7WVwnDx/G3CjGgUp5+zMqmEakFp2dfRvEo+RmU1qDjwepks4Ct7zlVC+Qte2rmzwxsrxP3//m2LYt3ReZWUYnXSXfmwKRnwdZo1WNqga/yBAq+9vg6XXLRa+h3DEJQ4abzyaIx9PtAXNrXBDcnVQFzVMa1EIlaGpQKh1MH5S44RKwIqKg2MjrAesyNDLIimavJA46Sqm7z66DCBrrHs1bKK5Wha5t44Z5qgEBn2wXfaaR/v8hEiny3GRtLx8hyce49YWcrVtbot9jJT7CC1P7Pqqna+nAXFjx48H/PPSAWfUAiom6Gbx+g9EsIpp7NjO8sUyD6ztYlsSL1HNq5crBzqMQHzZMRFS1eCkFiyvENq8pVoUs4/WZJE1sh9y+YOIWB9D4C/RrToJgBnS/dvk0sekXv+TmFGOGyVY58+W5fmKAB2Hn1kkJU7IYTx7WGPJDVVN6AkYJYfCYUpyipSJwxGl7WCJ7L5pol1Tr1ZcQuajFuIzhYP/vOWpGf+5iV8eM3FafefqRU8f4gDvRWhUMz0NJatdG9YLQKenwp9tRJtMJAm+Sf5Qo+NEKiqVSVRVnoBkJdcBuSgI3qc4rZuGn9uItdtBru8NOwCdSXmH9RLvFqR0hAbfXhNLqIc1sohuBtVtfaCYmLcJZPKpzx7WNeA0eHN4B7bnV+9wdUrE4FNVIGNJ7QU79NZxljc3o/n76eOE/9bY1MzyipeAU8WvGDlEtfvyMDf6zibN21wBKx/ir27rvS4R8IkdswdhkRhhkiZirkzTisqZu8JwPp0mOVOfEhVnbSVbIJhKxpGExcV/xPuefApnLsofWln/vfySqvHiCwD2kl3bdqw3nO/2dqUAX+vZVS1kM4+7/SXTF31gsXuDSwyCcYCdi9O9IBlVAA3Dv6DLkofp7nx/jKuWZx0xIB1TZoiUyKt5cfzVMBa9wAAIABJREFUF2knWdVQ8bnMcOny5AXQYomNbZusgmIf7LYDT90MOSD7jSeMjhAA62Au9TX3PsHsWbNJaEendQ6UAiOO2jWjcet3RbEm1FCYSp91aRlFaTn7XFWISVF4ev4CLTYxtgo8WVDGZ3OrcgV/+XEWNLcgGovCatJHYUjq+nATJ383zt9pvWlWjqJNk9CTXuAsC/ZOq3LLgzCSNG4LEvFv4OwFzGtPF3TnQeFolDefvxMfv+W5FIrVSXetWn2R536ztSlB+ziXUc6CXCJHmIivxE23sKVqOtDh5gecbeqGY97ADCQlkskBmY5W4mbjOoXvyErljgvKk53bugB0AWhFTX2T6/4BR8B3ID0dYAN/kdKYoac8l1vvfhrAVQCcHcn80Uq73hKW09S+nK6uNRAKUxg6wfAgS1CLFaX3/E2Z50AIQC2Yv0TT9AnuAPARAAk89kAIDTPvxtU3fpLtZ1JFdZmVFCF6/mKWeE2dgbALJlZO24SJsY0AWtF39CxU1WhpagclJ7BhAsNIFu+rNKSlEbjZOP9+MbCcehxVN3DO+Yyiuf+uX2H3O48A0KReLTdnJjSnZrzMphZLA/5VNQaOHEie/0AIc+brnoocvwleABCOsEQ4vu3wYAg19QYSqo7yIndINQPKw7xAYAvOXTQINmYtc9JdS5evSNlXEDYlPH/nMsrpjVQ7dMHck/RUygig4ydxhiV+MW9w11uWNyijZAA7aPpt/CArvMaOkfqiTCaTqnq6u/D4z68FV4BQ6q0+sEk9hRdFBtCabtgyH8USEvXTjZTnsn/vJoTCPDBu9Tz24uXF+1Rc0gq35XQ4bJfD9gnleD2Tl5J/29G1DcDfggVLQ/jCbXe6BsXHx9YDYP2cqaHh/rtuN1chw4LnP6FotoJ0/TYprPycerq7cPTwFeDPa1s7229C013zIfgEZ5MYplnhVUuknuK+ROPPoLGpGWeddz+A1wHcies/mVrXh1t5pbwSrZfZVo4SSky0qmquyLkbb21n98hPklo6pY+5f9nKwqfnPyr0C6iYJv+OsyVpPmxKgL9zGeX0RkrL5GVg/WrkxZejRqLEAYBEwmoq0vbiR0ww0HQqPY6oCfcN/qK+udfONTuNe5w7OtvNIDegYHzUm1+0JXkN+AMFANBUy4MkhKK61kh5LouXr7S91Jzj9eqEJU7Qmmotpz/zf57xLih2LD2VAViA8fb2TWAemgGAYmRo0PU7jYsc/ZwNw3Q4BiYUs6TEkWF7X0l7iRD5Oe3obE/WcWLP6+032H698iH4PfJT18f8e7VhKtRGhgj05BCSHUOUDPMkPuB2nLPQHbgIsZd58OL9zW2Opr8/3KjQxOeh+1nHNS9wthL50iu6ADn4pxMPmCswMa4w7cSUdgCmCPjzZRTn8p2gwMvAchvwIW3jD9qPEgcABnqFJCpHZmI6FYh/zl/u+U86mmSMJSyPc9HSlQiFrPruZy9c5bp/gLUT5DXrJydCZl9c2b0SwX/AQV2FI/LnIrb443p8XaeuAC3GLvqEvqiskqfdWC0YluDU57PjGQf/uukXga8qQh50BgAsWtYM4N8BRCH2c+bXcmiI3TQn+IvSTVmwF0BK46CyCksF4uas8OcwnEH3KE5tACwrmud0yAQK4yngnzxGmtWFV2lnmYm0j0wqLNrEuBWf0ZNJi17gnJDcowoXzh9wxBR8ZEADQvmIYWuV4+b5Hw+bEpw/gJQaKU4rKtkEYBOAVgz1nY05p+iuMknAeqFGh4kpLywtM1BULN//4hUtePkZJg0jxA4eY3HNVsMcsHvrg5K6PjITq4mKFAvAPM6GCnZyQxMWx9jY1IxTz34J773Drn1h8zkQOcjqsigmFN18cQhhA58HTYcHmGxV9mKJQCGej1j7yPlcRFWOsyRyUSQVIMRVgeg9OgOCPd1deGvbjclri+Ht7ufxoY+w+kWenn+y9eHudzoB/ABAPz501XI0Np3n+p2Bvs0A+gH8CKVlvbj7Z022a3y/fxyDE6l1a8TmILUSmSfA7teNf/UcHv85i9EATQBGADAQripN/Q4fS4Menn9FcQS6QW3nVFVjlSIY6g+htt6QlqgQx2om2asib++W5cvN6jTHpLa9R87HnPnu7/NpZ63Czq7k+xZi75ufGJ7VwrEDe959GT3dS6W4kY3nr+oUmioUdQuduKJuwBQCfy/r6e7C/j0WMLzZ9SwWLGHN3hOajtJY6m2KS5Q4Xp7O8ouWwGyiEb0Y5y6ymmhIpZhunr9fzr/P/jL1j4ngb1ecJCZXAmCKgpq6PvNzQoCFs6twZDiO3x+1GtRUCeA/mAT/CdWdWgIche885KS1NpmkELR2ATb+HCbGCcZH2fbRGDW9Vm7OBKfd72wCL17nRe9t3bwZt958AxJxFczzX4vTzlkAYCJl257uLrz63BN4+dnHk8eJYXLidzh7gb1hiqIZ6B1N7SzXl0bmyW3Bkmbg55cBAAb6rP1MSMaRohnmKk8EZmdNmXNnVSKhGtixf8j8rLrWwAfvwfbduKqnFJHLGvwzUPwMD4SgaVxqq+CbX0wVboh29kKraU3TshY0Np3rSziwf89WAD8E8Gts3UixozMmPY54bYMm559GPKAZyRjNmwBaUV65/IQVdQOmCO2TzpzA8M6blkZctsxVdeGF8gnMZRUUxSUrANwORVlpC3ANTtij/bqQfQtkoPYxQbUDvYfvwdtvWIHl/jF2DMOgKcezlXMWVhaVJVHEIiHUVdhLdorAwT1DuaJIrmRx82oBx+pFLE3toori3paTD3YqR5x0SSQi0iXu97Rj03pbC02gTRoI5MqlF578L6iKNZYoXWeCQzqzJcF5cNq1roH91HskqsncgLk4GkZlcRQ1ZTEbGMkKmBlGatb4RPJ3sVRxOJLeq3WTP8uMKcXaIGbVuslIAR6bYhQgz5hOV4akp7sL2zquAPAsAB2gBlRFLleVFndL4/l3d23Bt//2BvBgfaw4tbn98bQC+CMVGCqnWbpaWXmEbJQ4XgGuhGrYgHJc0SAKN9KVduBWWkYRi7UDWANd/wezGBbAPJuDQ5P4YGDCNkgnJ1ghNYA1P6kQAlC1SUliaSyC0iKBepLwnU5FEaXURhG40T5OkzXKAOzSVPPcFd1MmkrnNTc2NeN/3/YMeIKToli0m5fnv7B5ZVK/bhVck1VitKpy8vtHzO370wAbN9H7rfXw/C3qrwOH9/+r+Yzl5SPS8/H1FYxyDIcIqkqtib5K8pwB+yQTV3VTkpxpqWKvCqhOY/emFTzu4i21lRcg9Opsl0iWvwC1r4pJKCQ9Dkv4Y/Ejvn+vlYWqG3hjazs0zXIkCNa5bn88rAD+YMBw/SetBuzhiJWqLfP84y4JUl7gDzibQNgHu9ixaFigZfwGlAE2wRSVvA7uHWkO7+idQyPY2zdm+44zniB6zNUCEIg/axqT0AEdpuevavZ67xOKvS+tX9rH1iDblg+R+hxGhd6uYqkDWVkEAGi+8AJwT1AEWrf6R5RSnLnwAtzz4FOobfhH8IJrMs/f3iAohvoZnzW37zuWPphpGPbrdbsGgIEyIWyST8T/Af/vr9kkH1f1lAxikQo6vG8r+HMTgV0sL1LtAv6iAyIq0bKlfADvdo5OY0UBmZrrrPO+6Un5APIChIAcoA2DlUFhIG/di1AojC/fcXfKcXq6u/DfP7kO3IM/vJ8VddMNd2FCPFm5lTVdYo5E3YzVntecbytw/kk7b3EznvxP1oB9UORRJaBj9/z9BWMB72Vu31gCc2sYqX1M4IP9lnbgVj99NUaH3ZtnO7sm2SgfR/tJ0dsvS8Y9WGVIKz6y+53fAGDBz/GEhliEgYeTgrAlMNW7A1utSzLcpKqlBN/F1cCAj5WF+PlAbwi6xlQtbklqPHu4sakZ4fCVYC+tvZFLTXkMs6aVALAn5rz0q0vw26dLU67dzYYHLeFARaX3cw6H2SQfn+CTPMyEtnFFQ2WxBWDc8+/p7sLeP1jPrf/Y0wAuAACUic9ZXOFJqA22TyEeJVCIfvJdRMsky9f6ewtWtC5EY9O45/ZVDmqSJ5HJErG4aKCxqRmx2GtQlP8GAPzzTz+CJStTJ5gdne3QBHl0f+8G8BpGccWQCxOSlVs/9pnn8OjPfgUAKCs/ccFeII+ePyHkHwkhBwkh3cl/Vwl/u50QspsQsosQ4t0u6ziZONBFbz4d7ZPJgLdn+doHSP+YgrGEBlU3bGocvzJPbnNOXQav1HGn9buUo46EiW0Qc1DY0dkOQ7cG/r69VjVDERScQWW/tA87BybJHOp/EI/8Byv9YBh2lRLAVFLcbCUqXFYWsZgFCoZBzHvrppEXP3NrwDG3uhQzphWjojhiS8yx01d+NOwi5eMdOASA2npLehoW6toPjYurRmresx2d7cmCbuy5ffAee26EWBM7AJu4QcZrA/ZVKo8lObdxev7hEEmJw0yrMUzZ8OhwCPFJ9+vt9aHxF/cfK2LqO4C1vBwbca/vw2nQRBxQlFUAfoJw5MdSuTCQXOVFLSpQSbSaf3PLSeErgvExAuAhAA/gjQ6romd9RRHOm12J+XVliEaODyGT76N8n1LalPz3IgAQQhoBfBzMXbwSwI8J62BxQk3k0kXAlYG/GCDct8daSstq+YsmvtQyHnjXkVH0HBqx8/0etNKcmhKUObwYBnws0FVSmj4t3OYxC6Dp9I74cZzxkWjMCpyKgO9Us/ilfVj286UA7gDweTz0o++asYtBx4Qi0j7iCszrOdS5lBKWPWeu/Y5PAok4A49olKKklD2gUAioScZFZlfbXXVZNrGX2QLWHpMjt1nzrEn+01+yJvn+ceu+j8StfI7zmlaCTxZADEsvZJNFSSxsW/GURsMmiLpx/gnVwPCEClU3bCu8IY8EqXNmVmB+XZn5e093F/7nwftQUWUFPb3oMTEvQxbTaZpXhVOF/QNyYYLXJO/M7hUnk5rymPk7z08Jhf4JwFooiVXmxOVWqJFjxt4/yDuRNc6qxMxpJTijoRzLT61BeXH+SZkTwflfC+BxSmmCUroXwG4Ay07AedjMVsWwL2QCsCzBiPOcPd1deGfHh8G5v6EB74YO1kvdgR2d96YUmRscV1JA0y2gHA4RnFZXjtPq7QO+VpjEnFp/mbn1HnbKW4ujYYTDBI1NzfjS31uBU0OzaKVjo3GouoGRuGoLoiqKldIeClPP1nXsZeCZtAClhqnsED1/VTdci9N5rZDcSglLwZ+DgsPrN8GxNGbSUGKglB1HHrtwM1vAOk0CE8AnODbJl1dYk/zQhAojyfsPCh66OFlUVL6CBRewycI5yYdCBMVRdi5ulT0B4ODQJN7rHbM5Km6r4PLiCGZOK8FpdWUIh4mpjPrlff+Cof7Lwev/9x1xv09eORyxSAi1ZTE0VNqTbGy8f797kposCU6s61MSC+P82dNMqTTAaOKa+q+DK4n4d93iR/x9KK9IregZjYQQFfpIF0fDaJpblfcVQL7B/0uEkDcJIb8ghFQnP5sNYL+wzYHkZylGCPkcIaSLENLV2+teYz4IKy6BWS1R0whGhSw8ccBoAug4l9IH3/fu+8uAh6Wd79vzbZsax83cwJ/LMOvLi2yqCrcsXzdz4/xF7tf8LDkhLF6+BDxwKi71DQPY2zeOPxy1B5WtY3SguOSfsWun+zVbGcfsO4SETGXH8KQ1qRwZjruukNxKbADuJR5kGnl+rCGXnq5ioLQsxiZHbl7BfZn5CViLZqvgKly7blAcHY2DUmqLHYllF2qnL7fOW1KIrDTGzteZyCTe70NDkzgwYOdp7LSPtXFVKbtPhBBUlURtNZ3Y+9MGwN3zp9SR3evw/GvLYyCEoLzIrkoTz8HMUJbko3Bnzl7O2fpufUURIuEQ5tXYE01kKyM38OeOBBOTsEn4E59/lpXZjqVed3E0jDMayqX7CspyAn9CyO8IIW9J/l0L4CcATgdLQTwM4F7+NcmupJEPSunPKKXNlNLm+vr6XE7Vl7l5OiOTggxTCDKe3+xYSq/2bujApJ5t8KtVdp6H6NFWJJeFoRCxcbZuNf1l1tPdhbe7vwfueXl5/uyzZMBTspzmtq9/wuZxAhz82KQ3MfYtz0mvsakZK1pfAHAXgJ9i+cV3mMoOStnkAgCHHaUR/EpurQn4brz7pnUOssA+/8yt3ot43wkhqBSW6n7r1XPr9VHUTTRZtypu7x4Zxc6Dw7by0W58fKkEePiEUFxKUVTMXk0lYdW8cjO3Y1SVWKuimrKYTRnF1C+tADqw9vnvS8fF6DAxabeSUgOljkCpmB3vplbi5+b1nEeGhA5ewiTPA+gVxRF7HkQGXe04hThqVvS8HY1NrGQ8X2k5bda0YunkHJTltGdK6aV+tiOEPADgN8lfDwCYK/x5DoBDuZxHUFZTZ+DgB+znwT6rA9OIUHN9TAhqnnK6lUUYi12ExSvOSLt/WwcglwbUormVdqgQgKaiOGpm09oSgPrdQYcvvVnm6t0A1qKm7izz7yUu3gjA8gmiUQpVJYhPEsQn4alOYbRHG6xJD3B2LxLtjHOXov21SwAAp501ZlN2HB6exNCEapMYKglgbMRKLqrwKJalJDrAmEcFbb+N4dpPPGmqZJwm8whFpU+pY3VUWRzFYDLgWlnFaiCxZiIhvLG5C+/uZEog2XXbErxm+vD8bZVo7c9Z1ymOjdjpQzevvFiiTCmJ8gJ8DOB4ee3BvhBKy9zPza1wnLhCqiqN2UoWD/RegmcfAYA16GpXsHN7auauvZRzaoMVUd0kTsg2xY+QiJWiGks+ezfah59/KERQXhQ1J9VpkixfWQY0YAWCxbHE6/q4ATwhBPNqJWntAVk+1T4zhV8/CuCt5M/PA/g4IaSIEHIqgDMBbM3XeXjZjGnFKIrKPesBAXRFD0pUmDBvM3Up7WbRGFBVa3Gvt//r02nVOG4ercjVihOBGLj2on340lvMXBWT0IolfGNxlFMx3t6/05hn2gogBpD0CTpuzwFg1JIzm9h5j7ySi9wK7PGX1jqOlWVtS14SQKHU4bFVFIsacXEl1YE7vsA4brdVj6zRjZe5VXB1s2GP7F6nFUXkY24oTaayrHBcLBKyORKVSe+ZK6MWLGlGutVwrwclFg4T2/5FutJN6y9SM2KSmqycc9R5/iXC5CKpcGsY9sQ6gGVZc4m1WM6ZU4iy1Re3GZXFtnhAkJZPzv8eQshOQsibAC4B8FUAoJS+DeAJAD0AXgLwRcp6vx1XqymPYcHsaTYQdfOmJhSrEYTYeckrwWvhnGlonFWZcly2pGcTRk19+glDpvYJhewejgj+lVUU4YjVQDxhZ0dMW7R0JSKCXC0Uvtj0aiNhgohkwIlAIWvq4maM9mFc5wUr7kiboCOrsOpmrB+B1TQ8nRx28fIWmFSdUGDPWbZgQuhxLGvoXRQNpdwj50rAmkzboKru/SQotYN/gyPgO72yOAWkveo4yUxGyRBiB3puRcKxZNSGzCiVZxA7Y0eEEJREBXqsQVwNyx0DsX1jg6N9Y4WLKg2QV94E7CUvRBrITu+xh1/pUN2Iqwy2f0Yh7tnVaX4+5mjNKf5ur+XPjiFbZXPbumUzfvyD76Gjw7vPRjaWN0KJUvpJj799B8B38nXsdBYOEzTOZMBcURwxtcpuresAJl2sLIna5IyDLhr5UMgqjfBuyJ5YVddgYPc77Ge2nJXXrJGdB/fqS6IRmzxPnMBCIXYuHEwGesOYOTd1bm1sasbXv/s07vzqDgCtqK1fhlCIFXVz4yBt4J+x5w8ALbjkqkY0NrnMSEmr8bl64dQVaxp+Lxh1dYHnvpeZBfYeRjhEbUHM8YRVxE8MAMs4f5m35lwJNMw00NMNALUghNiC16KJnHasaBOee+xFNC1j9FBxNIyFc6Zhb9843jtmBdJt0uS+9J2whiR5CrFISNp9TZwQZGUSZBafEK/BksOKQM+trChsrt5YDSPmGJSUvobvPtCU4hjYwd8+lp2SSK5K03XqSPSSCzjGXZ5zRdIrdwKz6GiNj24BcA2cFOJYQgVgKYNGk8dQEqxfCMDoydIydo9k1BsAdHR0YM2aNVAUBbFYDGvXrkVLS/pG8X7tREg9T7idVldmAll5kTWTe4HOH46N4f0+e1ahm7xwWkkUkTDzDJ2lmmszkAC6lXYojtq/FwmHbLIwr2Cg7VzqWaE5oMX2HTfwt4GCS1MXmdmKuqVpEA/49/ytejoWdZXO8y+roIhEKYCHoOs/t9EwYpetsbTgnwpqkXAIMeEeTZ+lg3mGfwvDMEBC8g5gltffAVW5DA/db9FDXCkzq6rYRmeVlFpJTKpqV6fJTMbHl3g8Z5nW3+kQ2fbvoMb492VebalDoMD74cYnv4EzG1NXhEcPWftumOUAf5laKSpXK5k/iw6cIB8W6+zz5+y8R+LvfUfXQ0Yhjjo8f/77iKODFyHMWYu5SDrb2tqgKAp0XYeiKGhra5Nul61NOfAvjYVtki3Rc/ACHVUzUppviMFY8bs1ZXL1AZBZ8o9baQcZOIueqFsjd6e5Vdp0Ti7couGQKWd041PlxxHPLT34V9XZX1q3SrlcNcJyBJlqpLrWm0EkBCgpldc/spUqECaC4aFU8HebIMXnwMC/DTxvgVJ5BzCL024DpYqNHuJJZEWRsI3qAzKjfkTPtyrNNRBiZXf75fzFlp7iakG2QhIBOxK1HCdKifQ6LM+/A29v/54tZiIDf079yAK+AOttYRgUlFJbtrItn6NKfo/ECX7BBavA6SqxR4eztAmnfcQJmnfwkpWC4Nba2opYLIZwOIxYLIbW1v/f3peGx1Fdab+3qhctlmx533cWCxvLtmSpZRvLBmMHkpgQw0AWICGQ8GUgk5lMgmeeZJKPbDgLCZmZkGSYbB+BgBOzBMJmMIstLzLIm2wDtvG+75vUre77/bh1q25V36qu6qq2JKve5+FB7q6u7Vade+4573lPg+22+aDbGf8x/XuYMvGlMVX3qLzGUbe/tway6l4xzinGCAFL8U8OHr4dzVP20ooeidvrsJNEsPMIAWOJ2lNgjOTy/N20JxQRixlMiEyamF5KEZw1MnzUHQBuB+Bc3WucwwzIev2eOp9ifYfTGRNd1Zzw1ZbqNhOk6NUyL7UBuZQoDc+/AYoaM7UbFZ2HniXmZ6nCQ9JXFo+3uwbxO7cxfzumj9RRseQBTLInEoeIGX9GFX7p6R+YVmuyFRg/pik0eULRw6/pNMWJ8ymcPJ8y9VCWsX2k75o2oVXV8hDiA+jd7yV9RdeWyui5wfPJtE7/lDF9ZDkXjkQigaVLl+KBBx4IPOQDdDNht9J4BAMsVYCEEBRFVJxLpj1z5Ne8bQhlnT61BKykwfxA9iiKgBDosWXzg+7B+PdxNs7i8lpcXRx1uA47yQU7j5B9p+BsmyXs4+D5nz9LdI13WZOVIRXFOHiq1fQSAsyI8+TYsSOKYzhn94d/AhuH3+PsmacBTLTdFgCGjZqKHe+xuP8Vkw1KJKXAkTNJpKk5F2Aq/uEJXxuPTfR0WXyaxbPLer6G7/53djwbEGUmErh2/nMYPPw1TKypx5VTaixMmSgAo7CqjwdnRTTOPXNcg/FdyjEPZtq/lzoCi8FmXfQaATTgyMFxpu/aU2aqMM0YVOGJ1VOlIRNuUGMxIF60HG2tbyLd3oAzp8boz9+2w2eyFFBllF7puxZVcRIpja2TAJDA+bMZAEYh6sFTrSgrimLvCWO8ZEwfpzEA2AQQtNHn6Faevx1nNi7ECBVF0yY/riCVlG4OILuR9sF9hsCZmPhTFTMVra+pU5XzwNvp+sg8NlPYx+QROoR9TNW9wv5zGgV7JoUVRyyhJTEpWRqP4PKBZdJKRrehK2sjnkP7naus2b75uf8e61b/weRJbtx7Eu8dMLqWZTLy4h97z18M+/DjJNB67t9w+ZVyhpPI9BHF4axebXmxxfPv4+4etbWyfsuAuclK3MHz599VuEz4Gsa/Efv3LEJLcxMiKpHSFFWF6DmqluYmbHr3OnCJlA1rzTTYI4cUZDIEfAUlropklbGA4by0NDehrW2Ovu+1K9bq25w8lzKxcET9pkiEJaxVhUgnF/4+9yinUFR2L8+dVZAU7MWBk204cS6J/ScN4y+rIHYag0Kj2xj/aETBoHJ5g13+Iquq+wQXW74b1b1T6tnsHI9mMyjE0E8fD92LjOM34sjBB3UDlTvs4zLmf9hsmDncGIVeppi/fbLRSbCsXxkryx9YXqRPCi3NTXj8Nw9DVQ1qm5NXO7GmHiDGOEyqdS6aA3i3sGVgnbay6ZeiR3jmFNGMD1BalkFEG0o7j02kSZaUUpSVG0lZu+fp8H65c2D1mkUJiZbmJuze8SNwiqvTPbLWKfB7HVdzh/fchn3YMVhoZtM7D+Drdy7A+xvesd2eP69WJ+r9TebuVka8P4ERY17EHfd+Q6cKy0I+gPE+s+Ysxr6bV9tX01tXd4TYvwd8XBTFXAks3ufWVBpNHx43NU46LWnc7hT2KTS6TdhnYHmRlNYGmI1p734ZvbDo2GEli1fMcdmEahDyKih9A0ADamaMBpA7wVXWkyIWp1q5vIKzZ4itrjczFuyF2rIxia/fGcWP/ncxrh53Xda23Bth4aiVAK4DkJAa/5bmJqxbswL7ds0DwBpKiCGEmENRCX9Y3VI9nTpscU82oiooL46icUUjvn7nAqSSKRDyEHgzFGsFq4hxE6sRi76KZJKPwxjYqIXoYNfaAL3S2qHoTMb0iajEVCEqwroi6D84jdNa9fHBfaqU7SQWMfUXCrysTBlCmJTHysZGgeK6CMBSHDtcJb9YmBPyojF3muS5x1vei7FxKCU4dcLogZB1jGNCaIay0Mz6NSuABfOk+y+Oqjh1PqWrxLanWPg0lWowbbdvt3EPRl4yFbfedZn+b5n+FGC8z1wniq0MYxgw2L55yik4Pul8AAAgAElEQVRJUt8u9yV+3rN3RleUPXlcMXUnczqG27BPIdFtPP+BNl4/kG38OazVpSJOHVdAaT2AhSjrWYuYlpeT8ZrFBBch7nuXsodqGYAkoHmoG5sas0rHAfYQbV6n9ZF98gdgxu0eHNpvLp4WFRUP7JkLXdennzP3m4MbhZ4uqZ6idLW1d6+o+VJREjMJfrEXdhnbh8M4nD9HtJaMCxEvqtO5007ooxfaLcXAId92LDqTVffmipWLlMwBAjXx8P7s+0Qp1/VhxUJHDxvKsNJagpgqpbg65ajs4vFOkzwfZzViFjmzY3YxeYMGADEQhYVmEtOust0/nyQrq6qx8MG/gKvEHj5gNtC7thnv0/DRZhaNnecfVRWoClOgrbnqBX3f5b3sJc5Nk3wvZyaOaC966XIfjXj6sZ87CjWaPX9+jDDsU1AUx9QspoQIUcqgtylZ6pIp09d+qc4+Mz+kbhUfmcfbAPGFmjrN3nvZtLZRN57MKPwKZ07PwYYm44EUDSw3HKLMcq6Hkb8QTvFOESbPv7/5Ponx1IqSqFnwK8IFv7K1a0RYq6yt8+LIviVZWvtGWCyBSPR+x2pjE82zlzPTh0PMmYgrR66RY9r/cYJUciWAqwF8E9/6R4HJIi2Qihj3STEork46TjJph6jLSR7ILiiTga0w2YT6sVsWYtGjizG1zt7YigZ0+pzJKCpm8sgnjik4ftQ4r52C8R8xxmz87Tx/wHiOR42tga5A63SPJEyfWER+f8Q6CLYtW52//PT3HUULRZ5/OQ/7hDH/woI3qLaDyfN3mUQzF3iJHHl55acY0z5z+kFwj9up0Et8oa6/ib1QNVPtJSFq62dovHf+0FIASax604ifywxH776GHo4T0wcwXqot65sQi39fvw4779+O5llmocCWF0d16uYd934DX/zaEnCtdKdxOGEzDgB7scb2L8PofqWmMI2JDZWj0E7WwSvXUl2M+4tFSTLjz5K9yyDTtpEVSJXGVP0+3fKFb4CHxhzvkXT1kmuSN76PxVlnNaDR1vgbNS8JfOpulrB2OoZ4bYoCjBxr3KcP3zcM/q7txnbDBeNPSA5igqTQyyk8KSb1eUgmZpMTIcRIZLP7uQx2+SMRpy1FXuwYofEvKKxVtlbYhn0cXig7aQfZA68orGiGh1x2vPcdME+v0VHu1zBMCZ0BYlcNCAA1tXVY9OhiXH/TZwESB0+CDhkxXd+GG47rFiwENxyiMczlicRURb+O1nP/oV+H3Yt1VGxPKHj+VsMWVRUURVWd7TKpbor+netaBQsdlNN64xEVFaVGiKlHOUU0xrz48+cUnDtr7wGbdH16ufPWxJXBAEGO4JCt8W+AtRZAVeVMkxItf1RZVY3b770PaoR51046TjKOv9NzBLDxUBTmrHzQYjQs2vhOtlebShqGlRCqkwGc7pPVyRh5iWHYd2jG/92VTTiwZxGARigqxZARZifLaeXCx6Cny4S1TNTN6R7x95xNLg1g46cwae9eFdLfmCcYCkWBVEPrQuGiN/6rV63EIz93FkZSFYKIxqJwy/W3k3awZQjEVamSpl2Vb3vKYPsQQnXD5uR1FkUVVFZV4yv/sQjjJrwEHuvsWWFefldWVWNS3b+Ae9YiOyiXV6soBBu18JJ4HXYvljG5NaLxtZ8KxTnZxxF1Uw4dWAXubR45uAqP/+Zh6XJaHAdrD2WxpkPcNyHm/IPTJC/z/HN5a6JhE2P+hyQxf5bsZau7S6/4pp5/sPNqxVWkotj3nhZhMv4V7mPNUVVhVFqBMfPexuVZ21lzCjwh7PQsWZOpowTjv2V9FC3NTfj3exYA+BaAq9G3/9t6Xg1wFkNjxxaNMz9Pp0leFvbJPXkxzz8B4GcgREEmk8Evf/hN6bNqLfIqlFqnW1zUbJ/GxkZcO+caV8JI8YiK9nS768IZe8/fvviHh1ySbQClLORiF3Y4flQBpVqLwN4GxdDZGzGOPWz0VGxeP1O7jlNZ24piWSJDwY1RqElMxx/+O6p5muw6ZJ5/Os3vIYuJ/uUPSTz7BNNrrx45J2v7HkURHD7dhpbmJnznKwsApACoaGsl+N3D7YjGsrXexTiuOA6qYm6uYq207t03gwN72N9HDysYOlJeeXxKYhRy3SPR+J84thLAegANOLg/O2RncPwTqGuYoPcusHMieJtFLk7Wu29GdyCOHVYxaGg228QktdzHPcskHlG1VUgM6XbGmCkpy07iipNnRY5VMAd3uHhx35U1RtLo3VUxjLxkBdpThoNRXLIMgNFvwlooZgUP2bgP+4ihMXZOju8aX1noxIejTBJcaDsqPqeUZhd5xWS0qQuIi9rz9yKMxAfT2h6P886tM/kxSZMVJwpgSTQiDbnYef7m4ih3L5RoMHKFr0QvVPRO3Rj/KVNrsejRxRh35TfBr0MW8z9+VEEmTcBjoqJmjcxz4/K85hVSKuu3IuxWYKXxiIkVJeqwA+6T7ickei+5QiacQNDS3IQH/nkBeMjk7OlVOHva/HyIeQCxiYtTPNsUpnQhgiev7s09zrEIW0l+6u5nwFeRipJNiRWPy50nO7loEeIENPqydj3WfuKoiv4DZ4AI9RtVtWanzUmCBJAZZ+ciNTG8x88jqtqvFPRiR33/DSDEXIQmovU8kEoaqqdFxSh4j95cuKg9fy6MxD1/J2EkvpQ3v0yrdN651euUef65QjIAC7lU9J2K559ibSntYv5HbVgyTi+UaBT6CclVsYKUw04mN57jpeLnUFlVjZoZM7F5PavOlRV6GTRP9mIQhXHqJ9XWS+8VF9njKyS2slABEChKu/SlMnU6E0IgZRap33hERTyq6EU3fSyTI699sHbaMjdvz+0RAsY9lIX5Du67FKMvM0IcB/YY5z9oqLtCu+KoCi4P56agT0b1dGX8tXeCNXtnK7VjR7JpXWJ4lE/AUVWRUpJFxDWpEICFsKpqk3jzJRaqO3p4GoqKX8G5s28CaMBlE07i8d88rI+PVR/I7twNzf1lOHF8JjKZMdJmP9Z6DkLc1bsYXdES6DfoJXz05hel3do6W7IXuMiNPxdGWrZsGRoaGhw1MnQ9kDhQVp7B6VMKMuk3kKK8CYe59eAxSbjBMcElau8Ixvz4EXnhjJ3ipmMcUjCoA0wsE5nnL6cjujEKeqFXDq6/QfNM4PIr/47ErJcxsaYe1VPlFMDiqKp3eVr06GL85JvvYNd21il05ry/44ZP12a9VMdtwj5W4w+w1UCbptkhGs33Nq3B734hn+RPyjz/HC8tvz/mSYyFx/bvUU3Gf79g/AcPMyc07SCumsQVnh0TR9Zhy028mT9ruaieMoHAXBMkkL26mVJvGP//+WkZgGkApqGs/G38/DufMI1PYsxcV+f+QUsTAKbBRTMxrF3xFGqmZ1N7rQVYuSYv2TvQdn4abr3rUun2sgIvN/eokLiowz4AmwAWLlyYUxxJ9ESNF6oBaiQqXcodl1AMHb1yYf+xGNCjbDmAHyCTWSldrh/Rm57/AJkMS1bn8kZYgRb7OxfFUPyMb6soLo2CFk/NVeUrFrCNHFsjaNbYU+h4kVxlVTUmVPOkdAKVVV+T8vHtKLdWKilgTjKLnv/ObW/rtQ/W0JK1i5cbhgaXvuaTmBge2/OhcQ5nzxD9vkVj1OQUyNpochRnhX3Yc/LB1uwk4/lzRgORaJTqzc/dGB7+POcKLZkZV2n3+7c4S7M+0qp7xSL6D3kta3xyUZL58dlYGgnrpuXZxA9Ks4v5cob2tOOXC/IOp04QW/lxWYFXR3v+F73xdwtxsMUioDv/6WmTnghgbhiuqIZSpVPYJxZR9HxAS3MTzp4xBKdWLcvWQNm2ZQ144c8rz3wMLc1NiEVyL6W5YTZExZh2jNhN7Pw5wxOJRAwmkR2v2YqoVvxi0vex9fyZYaLUeOmcXlw7Ay0zOnbNbgC5zrud7LWiNOjFZeIkn2wzC6KVllHX94gbzsqqasz+6FfBmVV7PjTOa78gXTBwaNoUjnAKv4nXcfaMUSC25s3rsnJT1mQvf3zcGGe+TVlP59agx2WevwvDFo+Yc2rFpRQ3fvacaZtolGLB7TWm8ZlSN802t6b/TqvynVhTb8odDB2RXSR57ozRN6OoOIPiktz3h38fiQI9NP0mSu2b6sgKvMKYfyeB6LWbtPnL6/DJT5h1U+wahudMcEUVnGtLMzErgT737qoV+Ogt5mPs3fkWuMeS1roE1TpUTHLEIgpaU2kmKtaTySKnUqxJBs8diCGfvgMNo+O22tAcT2WQef7bNq8B0xhK4tVnY/jIJ5/KWfxTGmeMH4DHj1m8dvvWBACz3K/Y7Kak1Gh2I060Ikyy10Iora21HoseXZwV87dq1DuJfVkRj6g418aOITKJdu8wzmG/TbwfcPb8i2LGdwf3Gc9JJtOKV5550rRCEuPxPOTjfoWn6NtX9BFYRUcUE6tIJC306es+pLF+7ZqsnNrNn6/Gzm0RLPs7C/984V9O45qPTcbgYcb41NTmfg/4OVRWVeOKSS9g4ztMMrpX73EA2kzbHZfVQbhY3SkKU33tWZHRncGTxxT06p3t/ocx/04M8WFlXuoqAA04dnh81raiRn5vFxx/juIoMwg6fS7N6HOlEvpcMtkAxnNPIhJh3qiXpTrA4v78oTu0T5Ua/wFCvN/tw2in72NNmu6RTGC8L60dxJL9s6dXArgBQBJr3oqhpfkps2Gz4fjbhZVEj7mPRcajsqraMZ/QyyXHn0Mch2GjjBi/6PnbJXtVlTiGluIRo0/tlPoE/vZnFcyRoHjp6ScwZ/7N+rWYVFU1EoBbfrn4vPXtbxj/owfNlNKDAnOMhxDd3KdVjW8J4RzglWeexLo1K/CJz9Tjc/fVovU80fMj4vjkYvqI538+mcawUVOx8Z0GAMCJ49m0Z1kjGjf3KKoqaMtk0LMig7072WdMDiTb+JvqCHp1jrBPaPw18Ae9pbkJb7xkNGn5oOV5AJWmbUUVxn6CCqPb4p/KqmrceNuzeOq3awA0oL29CoDxUGYywMmj08HixMvwvf++Mmd1r/U6AGb8P9jcBGAZ1q6Ygsoq1uREDDeIuQHXnr+u+Mj0fTJpgtOnVuFfP78A7SnDi2s93xcsskj1CQxwpjGKOkgH94pebTKLO21Xa2FXACTuu6wnRTRKkUqxZjPnz7G+uCJkzXTcGk4T82pgRldyPXlcwakTBOW9KPbukid73Sbdz6XTmDpjCoDPA/gVAIp0Om26T6JXzid/t0ZHvNa+A9LABpZHOSxMKG2tjJoJsBBoHw8J39kNDXgwFkUqBaiqipeefgLp9rS0nkNErng/h7FCFYTpJHRPMxuKbetE8xT335bK2LaLFHFSKDDTHYkw4ds5wGOE69asQCZthGR2bX87a9sjAnVSlCnOVTgjPrSTE1PABacO7GWf8/hn4+trtXBGAj0rvoFJiWpt/948fzWyAjwe/NivbtDjwbsF71P0St3Ky/KXSlVFD3oZ2lNGUu7lZ57E8SP/AnYfCSbVzTKOk4PGyMF6JBjxWivNU1ZrAdirPYrNOQjJXc0tGoUKl7IIHOI4KAowZES297/jvfzHgT9LsThQUvIZAEUAVNMkC5grrPftXqTnjtwgJgiY9RUKAUWxvsOWyYWz1twcY+aM6fjR/zItp7k33IJ0e1qadLfW2uSq7hXPHwAqcoQnZVRYL2yonjlyX9bPe+rHyD3BFBKh5y8gFlEwsaYekWgMqSTz/IGZWdvZev45GQLG9wOFZf6BPYbuTyqZ0hQtGTtEpGy6STaKicK21jegh13aDc95r8A4GTrC/flzEMI6MaXaM+jTP63r06iRGJBmXP5kK8AblwPAmrdexLrVr9v2IxDPgYc0aq7iPVKXgZCZuGzCGNO2dp3OnMICxTEVyXaN698/rbOejh5WTNoxgCXs4zIWzGGd4EaMSWPHe8xzfr8lgssmpLB9q8FIGjtONP65jyGunvoNqsXObew+/dN/TEJl1ST9OzY2rML6ncYkNr4TxaN/fhaThmdXWMsQVRUk2zOmupEjwvNvCiEKz6rbFdKk6lqMm1iNluYmvPLsk0ilYEq6i+8FXxFMGn6Nq33rxjmX8ReaJu3b9TJamqsx/vqrXe9fXHXaKQGbEu8uWWOFRuj5C+AJooWLFoNXNJ45PS1rO9Hb4dIIqkN1L4fo0fUflAYhFEAjDh94EC8ueVKPf7LGFssAmCcJV2Ef4YGaVGd0GyPE8Jz37BSM/yhvRsd6nH76yieBW+56RmdGXTH5U9qx2T2hlDr2IxDBDRtr5F4LYCEorc9q5C5OwqJiqJNnKBrNXO0uZZNL1Ebm1wqr9z5uolEctXl9FHt3qjoFs3e/tGnlkksyGjBPLozimgCwEL16myUkTP1vNdXJd1dl6/PYgT9z4gpXfP4PCTUkpmJBD6sLQBAc/OSnMefjN+vfixLkbmme+r5NypsM9mEfNkFuWMu6kDU3rcrazgqdCutCDNIqrheRVZpdYPg6A0LITYSQTYSQDCGk2vLdQkLIB4SQrYSQucLnUwghG7TvHia5LMEFBH9Y6mZOASH3g0vltqfM28mMTtwltU0/VgzoWbEcLCzzLbz89BNQIyoUVYWiGlr2A4eI3lTuWyUahZlzJ4N5zg8gVvQKxk2sRjIJHNTCTIRQU6zZSwwyFiFoaW7C0cOGPHVxcZ3O5S8uqdOO/UUQEtdpek79CDhMRUwOHHO7xLWT5y8a1lwSD/mGA4Bs4zduovEQbV4XxbYtxqJ7zOVmnXovYR/Akry23CMWn28AEIOi9YSYNiN7NWsH/kyIK1wxiWzSiMqDPGC9T688+yReWPyYrosv9njgKwLXxl8m7ibUbfBw0s5tq2GdIBtXvJV7/9pK3FxoJz83q6x2pINDPoD/sM9GADeCZZt0EEIqAdwC4AoAgwG8Sgi5lLLWQ78EcDeAlQBeADAPwN99nkcg4A9LNMY8vWNHVFBKWDtHgTcvJtH6D3QfC7Y+6KVlr+PEMS2hmQY+cuOn0X/wUGx6Zw5Wvcl44aLx9+r59+mfQWlZLc6eTqDtPND4+gtYt3oFMpnrwUJKGcSL5L/Nhc3Na4VWgg+CdWG6Uv+e0RhZgdbMeTdh9GVLMbGmHlNtqntFWPsR84Yexw4rGHO5sZ2sUM2u6TZHkWXfHFLPXxL28WL8CWG1CAAz8DzBvG9XBGtXGDLjY8eZvQs3iXfxWRJXDeJqhVIuqc1UQz/9pb+helo96hLuqJKA8UwcP7IKQDOABhw5OFX/Xhb2UVXiKLdsug7hWs1ePvv3rXfdZ6LhXjmlJucKm4OPlawPsRhOongIwM/AmiaxsOWshoac+49JPH/r5AuwcThlqbKOqfbNpS4UfBl/SulmALJl/HwAT1BK2wDsIIR8AGAqIeRDAOVUq/ghhPwBjMvXqYw/wJa5PKF46ICqG/90u1x6wY1hjqhGPBsALhs/DXt3sj6yihLTKXpfu8PQA/dq/EWjQwjrftTSHAPQiO/+8wK0tycB/BTAUgwZMVn/nRshLhHvrFqe1UrwyCEj1syT2ADThpn/qSvY+bkwbKJ3boqnOnn+g3NXWVuPb6V7WsFZLICQ8HVp/AlhkxDXEorFgLGVKWxex3SJX1pidBe79Ap/nr9d4vrkcaMOorSsFrd9ebSnawDYM9fS3IQHF3KV1RiOHHoV6fYxUCNm6RAe9nGzCtb3L2zLvXxr3F+kebr1+vm5A+awz6njCtJpWUe7owCWYv6tL2DWdXWYMS073GsFX4n3yeFEnD1N0N5u1KPE4u6diEKiUGcwBMBu4d97tM+GaH9bP5eCEHI3IaSJENJ0+PDhgpyoCPFBFBUWxWXusSMKMhlDajmmOXD5sECqp/GE5gOonPSC/oBv27oaXMueJyFzSTtwEGLmiBut75ahvT1pMtajLjWMjhshLhH107WuYUJHMPE+HbBUr3K4uQbR8xdDCeI+W88bXpwaoboBzDW5yGU85MZf7vm7v0fWa61raMvapqQ0g+pp5s+9srrsEo6ioJ8oDuilsjSmafob8sqtoJk/6iE4sW6BhxC9hA9FgoLYyc2O6plPXioaMyaATIbgxDHFFE7izy/LW92H8ZOrXa0uDO0jYeV1VMmSeJAzfbqA8SeEvEoI2Sj5b77TzySfUYfPpaCU/ppSWk0pre7Xr1+uU/UN8cESNe7Fl0j8W4yDuqVJip4LM74sUXf0EOu2terNJpw5dS249MOxIyzx5MU4i9dhdEhqMJW5Aw0YP9kIN3jlHNfWJbDo0cVYcNv9kMlTi9Wr4urFlecvxPyHihTJnUKzFzHWPCADToTKTbcVVnf95aE8gK3wxM5L+TA0rF7qdQvO6x3EOK6a26ZXJgPuV2BcPwgwdwvbJ9QOGDpCjchkfqBTJb16/hNr6qHq95UC+C1WvPYOzp4h+n2LRKheqObFsFnPhXdy88vxZ+dBdKqqGOI7ekjRJ5rP3sNbYQKEfB/7dq/2XAQXizExSADIpFfi97/4hUlmQ9ZGs6NpnoAL408pvYZSOl7y3zMOP9sDYJjw76EA9mmfD5V83ikgGkCzJLLg0QpGzUTDzMPzHzaqHYrCjMH+3SrOnwOWv7oSohDVhrUrPO3fuu2k2hS4RALIz0DI/wU31uMnJ6W/cXsdlVXVuOO+e8F1a45qyfHzZ4kej1dUapYqdtVExDgXURphr8BSMqmSCuOQiykTj6iG+N0gcYxVPT4PsJJ/3kynvBdrpuPVW7Pe0169KebdeF7/t6JQXH/TOROP3Y1+k3EtbP9ib9s9H0Z0HafdOyLgLJbdH35HT6J6Mf5RlY3z3BtugeG7tWNt4wrsFvrrDhmR1jn+Xu6T1wbmXoy/uAq2SngDmu7S9V/VPr0alH4LC+9agC3r1rrav3gf2SqS3esnHv2hqZG7vIisC3j+eeJZALcQQuKEkFEALgGwmlK6H8BpQkidxvK5DYDTJHJBYTL+gld/SPD2DwgxzgEemTiA2fjFiwzjRinBexujKOkxE5yeqSgGPdOT8VeNpNYzj/8zgFkAvolM+p9A6SwACQwf3Y6eFVQ3PJslbeecwB/eWNy4V5k0wb7dKj7cZq4jiBm5TZchDcNADx0pGjbDQIv9cAcM8ja5cLpnaRlFaRkzCm2txNTm74iklsPrCyu71i99/TS+/G+n8JFPLsW8G7+FbVt/i6/fuQC/e/hBfP3OBXhvfbbIX679l/eiukfZ1kr0Rj3M+C8DkAQ0FsuGphWuk7GA8dzNmX8z1AgrJANiiEZnavtnGD66Pes3Xq6hUNvzd8GO2XVEoMICGp10tbwBuxVscjHoujpjyFKodlLGGuvg6l7AZ8KXEPIJAL8A0A/A84SQZkrpXErpJkLIkwBaALQD+LLG9AGAewD8DkAxWKK3UyR7AfNMPmCI8bCIcggH7MIZHtUeOSbWJLFrO29YHUNbaz14YdNH/6EGlVUTss7NzTE4myHZ1gYjssbrBxKYWJM0MR7+9MhDGP2afZtLK/jD29LchFj8HQDXAEhg57aIScRKzCvIrt8OMVVFayaN8l5U76/Qel7B0cNMoE6URhgwJK3rCt14/RwMu6bBcd/xqIJzWhvEAYPS2H6andOhfSoq+rDzNdVyDMgvTitT5ozFgUuveAv/81N23196miCTyYBmMozhsno58ElnrXp9X6qKluZGrFuzAn36z8XJ40wjatf2CAYOSWphnwYwmidjsVQnpnu6Bv7cVVZV47YvP43f/nwtgAacPzsZu7YbYytWKHsKK6lmVlQuePH8AUZJPttmTsqKeZEjB4x7BLB7VOeCjqzvX1XQnk5rnj/bDyFJU8L6uKSTWmcI+/hl+ywBsMTmu+8B+J7k8yYA2WppnQARTeIhnaEYPExouLFb1dkzIovFKxMHyF7mVtUm8dyfmajMu6ti2pKdUSRrZx4HM9jewz6czUD1t4qAx/qjUYobbz+Ht14WqXWszaVr468SffJoa02BJaiXYte2CabWh2Jj7lyCZSLiUaZOSggwZGQ7tqxnLJm9O5lAnSiNEIms0Cexx3/1kGOvZoCvDli+o//gDLa/xz4/uE/FZRPY+ZoE0Qa6FysTYafMKTJNCBQoigJKCKLRKBIzskX+7NCyzlDFBHkIPJy3a1sENdO58Wc0z1u+8DfUzqzH5JrsPsJOEJ+7abMn47c/vxYAsHtHGrG4YbGHj8mvXsTKisoF754/G2uz5y8kxQ8q4PeosuplfPFfqzFlqvt7FIswR4LlCNl+Jk59CZ+7r0bPW8jqgqKdoMgrlHewgCsB9qygKCnN4NxZBefPKTh5nKBXb6oXSAHeq2+B7LDExKlG3J1RMhkUheLSK4SEbB5JuqggmjXmss9gy4YvAEjg0186g6Ej0mZqXY42l1nHUBVpm8Kd26pMhS6i5++FAii+5ENGpLFlPft717YIJtaksON949E9dfJN3ZjyXs1uurYB5rj/QSGPcFii3+S2upfD7pmwUhrvuf8BnDpxHBNr6lFX527yBYC1jcuNSYQYq7rdO1QcOchWSgBQVl6LO+4bDUK8r15UhegO0aDhaV3I78BeFadPGfdjxBiROebtPsUjauGMfyQ77CPSYcVuc9OvGY/KqnOe7hHfdqCed0qg38AqVFYZQo3iKpJ3zevyYZ+LEdz4EwIMGpbGti1skPbtjqCsZ8q2qMVt4Yn48PJQxdCR87DnQ/NS84pJKaE/qHd6HmcziBLLLeuiOHPqOGqmswlH3Obmj8117fUDzGObXFuPx2JRpJJAJsNWFTvei5o8K9Hz95LcE5f3Yy9vx9LnWNJ6+dIEZs6r1Fkm0RjF9GsSeP5JZkxz9WoGzBOwmLQX8wgmVpdHKWTZNYiQjY1xbu6PMf2qmXj4Jz9kE7wSQyrVAIDJR2zZYBQRDRvdrrNe8gk38HciFmPS03s11tXZ03xyyZgm+XzIA24Q8bmAdM4AACAASURBVLBy5JBx8c1hH4lX7uEe8WdCzP9ZO+cZnn8j1ja+gF696zDj0nmuj1EohMbfAtHDHjQ0jW1b2Eu0f7eKvv3TerFGr94ZXQLYazyeEGDTu0a8nZAfg8ny3gbOnEnMNnO/vXr+gLk4BgAqJ6aytuXb1I/t43r/HJOqa7Ho0cVY/dYKPPbIRwEk8OEHxvd9+qdNqyO3dFjAfL1lPZeDFZInsXZFDK+/sAQAi4uPHNuOCVOYMd24thGfW3B97padwiRk1+vYHPbJr/lGVAgjWiHrHwB4M/719Ql9Erl8fD3+7Ut1aG8HdrwXxWt/M0q3r6wxxt2r5wyw6zivadRPTiR1489RVZuEmPLynhvJb9XsBvxcTDUdgnNy5JBo/L3ndvi7Jj7nYnQAMIvr/e2JJF76axRTRizFtGlmldoLjY5fe3QyiF6LqHuzb5dq4lDnE+8HNEVMIWSSyaS1pi6/AtP5aYQaoZh+jblXXr5UT9e/yYN6xoXw7rj3PowYU5P1ff2sNoisRS+GR/Sajxx6CyL99dXnVurf8TqGyqpqfP7LX3W1ejGFfQbLX9ojB/17/tZjudreQ0KT021vves+TEpU44pJhpF/+1XD+E+qM0KL+VyD+DxddW1r1veTEknTv70+S26NuldaKNu3Zvz7ZjQhRZaATWqnbA7vsXH2orvDr9VMGzb0wM6dJdoKaRmApC5Q9+abb3i+lqARGn8LxAd90HBjQPfvVvHhBwK1bUx+7AaAPZA87mtwuimAJIaNehXf/vkJU6ck/hv3+1fhRS5PVbwvpwGzIbn2hvNZ31tXL148N/F6J9XWQ1GMArUt66/Vv7tsvPdCNfE8TBP8bsaRz2TsOmB5D5l4NVieKlgt206Zll1BHI1RXFHl0/gLv5lQnTJp5QBAzXTjuBEPuj4cblRMgfxXLQDrtcvj7ZQSHNzL6mo47VNRqedmN4C50ItLvWQyRG94c1jvctYAkJguUOclv1YohMbfAnHgxerSHe9H8O7KteCyCyMv8RHjjKp63Pf6mz6LaIw9FPGiKL723cmoa0hm/cbrBFNIrjWHaEjmfLxVb/INABV90qZktudzEgxCZVU1bvr8s+Ay2zw0pkYoZs4zPNF8lCR7VlC9p2rreYIjBxWm5KqF98rKjfBePhOklwlPVYjn6lhxkk/Mshr/RvQf/F1s22LUcOS1KhQS3aoK3H7vGUQiFMNHt+M7vziBgQItOp8VpGvPP4+wj2klP9x4Z/fuVE3hq8HD0ohqfAtvCV/j3gyQrCKNZG8CYy9/EXfc+w384o9LPOXXCoUw5m+BaBjEBhvb31uDbVuuB2/vqChLALCm654rPwXudGVVNebMv1ma/OPwopIoHsMtgyLfdnLi7yr6ZnDnV89g8W9LUFmVwh33nkEsZt4+H10Wjtu+PAFLn5tlCsfUzWwzJcXd7l9RjGY0AOOoc6aVqFUDMJqp3Tm5gfWcrH2OnbbNBR5C5M1pzp1ZhQnVTdjQxFdGV2PfriS+fqfRFjE/z9+45y3NTTh9cgUe/J96RKKMttqrt3Et+bBY3F632xWCCPF6Bw9P410tYrhvVwTnzxnGWqxT8BL2iUaM3tXFJXPApdgZJTxlonmOvKQGt951GSpKY9J9XWiExt8C0aD1KKcYOrKdlcynja5YQBLHj74Fbvy9x3XN29sl//TtfcZpg9xWhDUMctMd53DTHedst/cSAhFrLgC2rL79H8/gJ9/sCYBRYRfcbj6W17ASN/5DR6bR0sw+373DLPMwQuCv5xX2iZgNp7UrFQB9MsgnARiLMONv6gSnPohefT6DY0d4tSn0Lm755nas58+1fnjPXU5XnTlzJmpGXuu0uyy4nSDzS/gSvYhsiBDG3btLxZnTxngOE2REvHDw31mzyiBuKEatBZchFzWujErxji/wAkLjnwWrIbz0ipTmDTaAVwECMSQaEra/yYV8ucrejuHFEHp/qYB8rttrdSajGHLMu7EVAwancfyIinFVyay8SL4T3rCRZvG4dArgekjxohoAE/Juu1fkoFf/yjNPstaF2mTwP39+FlNGuGuvaL0Ocd+KmkSioQ2vPJstj5yP4eG/EY9BUzx+TpFMUvziuwtBMxR/euQhXOKhUhxg9zWiErSnqXSCNOScvd9/ru+Tas+Y2nTu26Xi1AnhGdDkKbyuspe/9aZQsGfUWmzXihB3CK06R47JnzhQCHSOs+hEsHpGl43nhoFV7wEPYOy4F3HFpGrb3+SCVyPol6ER5LYivJyXl1oIDut5tTQ3YcuGn2Dg0LezDL9seyeYxONGGUZhzw4Vm9c3gTe+f2Hxx9HS3JR32z1xrK1dqQCYWhQ2e2ivyMGfPeu+58y/OUseOd8JjN9X8RiRaBSRKPtbURRkMhlTpbhXcHaXrG2jdRvP569dsynmv0vF7h2CBtXI/Kq4Z8+aZdz3SBQ87LNjKzP+27Zy/7oRWzb+CC3NTaHn31lhDTdMqBaTlkx24WP/cAqAwW7xnvC9EJ7/hU34FuIY4ovo5BHq2+d5zWK8d/vWCM6dM6ilmTRrfF9d600WQT+OJXEtFncBMDUtn36V+/aKHNYeuLJwCTegk2qmSveR7zH4vst7VeCXP/wmUqkUolFvleIcxVEVZ1rbbRu6qKq3ZLj5/Jm+j6guu3+32fRxYbqIRwclkUjgZ7//K9Y0vo0JU+qx8O46tJ4Hjh9VsWu7auL4P/NYEi88FcXQJc9j7LzZeV1LkAiNvwTxiCH8dUllOxKzWtH4OuNNl5VnMPujZlpjEGEfp0RgoY1/3glfT8bfH1ND1uLPT8JUPJ+hI9O6eBzr3jYbTJYqiWiMGaB8YuX8nBQFuswyP2c+1qIxra/3zgARz0vMHbU0N+GVZ57ES08/ocfl//OPSzDjEu+VpaL4WlbhoPb3qEvGYd2aFfjEdXPyYrLwvs12k1hRnqFJdv6GAN6QEfOwd6e5mn7k2HaU99KklvN4FyZVT8XY8awr3shLUroO1avP8VqLZTA4/sCaFW/jxtD4d07EBOMPAPd96zQ+/CCC/bsjuOO+M9i+1TDU4yd7Z1BYlQxzebV+knRukL/n795LyucY4m/sPEIORcmvMhNg9MUrpyaxXC+MYiG+gUOWYuGiSXmzZABNuExTKAXkY33rXfcByC+sIRtnUdGVC/ulUkDzmhXAAu/GX4yby47F34Vb77oPk0dUSPaQG8WWjl7WiT2feD/HxuY1QjW9kZTlqJlhUGTzEVwTx2D0pYYI4ZI/ahxhNEBRDdXQ6Ve5F+8rJELjL4H1herbP4Nf/eUYzp4lOLRvtenlfej3f8Hsy6/ztH+rkmEurzavkEmeXrAXRFSzV+t8DH/X4BTWAPxr7U+qFY0/S/ZefmW5HjK5psG9zK8VRZpCaUtzE/7wXz9GMpk0JJyFsfZTxCTCquhKNMVQL1LFVsQkxl82kdWO9sb04cgVCs033g8Aa1e+bSRlFSMpyyEWqXkV7wPMYzCpLokXFjOjz4X1gARu+tyzKO3xOlvhJTpW1oEjNP4SyAxncSlFcSnFK88YhjrZlsErzzyFe272ZvwBs5JhLq+2kGwfRck/7AOwB7/NhfX3G/YBnCmxfovgJusSBSw+C7Rh2d8zeOMlBbFYDH9Y/BwqB1/j6RgcRVEWdmDeeBKUZqAoClRVxaF9e9DS3ITxk6sDuUeA+XlSVRVzb7gFc+bfjKm1dXmdPz/OWUsNmcxpid2cn2BZcQ7j7sf4T58xE//5kwfZ+xWJIhafgdOa6GbvfmlTO1O/5IramW0oKqZoPW9MIvEiilu/cCVKy1hvjs6g6AmExl8Kp5eQ9zPNJNOglOL5xY+j8R/v9hznjHvwavMxzqpCoKoE6bRzl4yYyyY0doi6LCbLS5fFw7n5pZ0OG5XGjZ89iyX/73VQmgSgURkzGaRSKTQ1LsfN1+dr/MX+ChkQRcElV0zE9q2b8MLix/DKs0/i53/4K2Zf/hHP+5atFuyeJz8UQ9lxZE5LvrmRXMY/1/dOSCQSpvuRyVTihafOo6xnRuurbGybz/mL97W4BEjMasXrLxiNma+6thWlZcZ76DWpXCiExl8CJ0PC+5k+/9QfQSlFOt3uqQkKR65CLzGW2nCZd6MAaInrdNp5Gx+xVMC9Qckr5u/h3Lwaf9nkeM/9ZzCxtgrf/WoM7ek20Azz0PNl4nDEI2qWobxk3AS8v2m97jVvWLMCuMn7ONsZK9kqyQ/FUHZ/rZPMxOqprvsPWxFRFb1gTQY/MX/eh9i4HymTt2/d1vv+zdf8qS+exbrVMRw7oqK8Vwa33n3W9H2+E2TQCI2/BLkGZ878mzWKXv7UNqfVhTWWWjPqtbwYFEVRFefachh/n0tQ670KsjrTaztAr4ir2ZNj/awp+PHvntIpjHqTlUT+IZN4NLu/AmCmedZNzy8JqLhc4QH+w3syiEbVL3+9NB5Bsj1b1wow2ED5QKxQdpJRAbxJO+j7t9ybkWPT+NNrR3DqBEF5T6o3tgeY0+FVqqVQCI2/BLk8TvFF/ujca/IyzE5G1xpLzWdlkesYxjb+wj6iQXFiLeUzyRTasMWjCppWr8oyCFbK5Lo1K3D5oDJcOys/A81DFlZvXJwMvHTwyroOySQmgx+P092z5M+RKCuK4PjZbOMfUYmv51RsOepUJ8K2DSbprqpARZ/s57azVPcCofGXIqYqOb0E/iKPH9Izr2M4JbDMIYL8VhaAO8Pu94UVvT071lI+Mr/6+bk1bHlcx+bmtY4GQTQYbnoD28Gpo5cf6QIOKzXZaTs/x8gFv45EaVxujnrYfO4WYstRGaNOfNenjc2jDsLDfc1nZVEohMZfAlGsyclLAPJ/oZyMrriymDlzZt7yr668tQBj/nasJT9MDdeGLQ+P6t3Vyx0ptqLBcNMb2A5RQbvGDn7vkavtfHid1hXeK888CYCFQPk98zO5APZGviTmz0yZWo5ank3rimDS8FcxY/o0T/vPp+dvZ0Bo/CV44403claTcuTrOed62blXOLR3seN2TnBj2P16a25YS4X2OPM9xrTpV+G/HCi24mTmpjewE4qjKk6n222/D8r4261Y89X10Y+hGnHzr33uRqS0VlgvPf0Efvzbv+atGCrCzvj79fwBYFJNrf5slveq0Os3rCuCt996Mw/jT0xFm07oLMleIDT+UjQ0NDjy7kXka9hY9yxnbxDwZ5zdGBTfCV8XXHw/xyik8U/UJxwptnwyc9sb2AlFURWnWx2Mv497xJ8Rp7i2X0ov7z29bs0KtKcMpky7Jr5WWVXtexWpKgSl8QjOtpnvU2nc37kDzOjyeyHeo3vuf8D0ruczwTtVQAPmCXnIrPwL7YJGaPwlSCQSeORPT+OtN990ZAZ47bxkRVFUxRkHbxDwZzjd/NaPxwm4W8b68mpd7J+QPCUwsiiA2aisqkZ1bS0SY/p63r8IJ7aKqubXRpNDJutsXbH6DclwAzexph6RaFT3/COCcxSEV9unRyzL+Pco8m+m+HNqvUenThzXHYDa+hl5T/CyCmgge0L+4+K/Ydz1V/u6lqDg664SQm4C8G0A4wBMpZQ2aZ+PBLAZwFZt05WU0i9p300B8DsAxQBeAPAVSt0smC4sptYmMPSyKsdt/L5Q8YiCMy62yX//qqP8QjSieJZZtsJdIrCwnn9UVfLil7ttlh6EUXMqUvJTwARkyzrLVqxByAjzhvE//u1fCxLzB4CKkhh2HTWa9PQoivgOTQLZstTiPeIOQEVpNMdenPZPsiqggezJZs3Kt3HTxWD8AWwEcCOAX0m+20YplVnPXwK4G8BKMOM/D8DffZ5H4HATR/UbMnHFxvFpGOIR1dQQRYSfUANH1IW+j5+X186giGMytS4/Dr5box5Eks5p9ePb+LuQdQ7CMIvHka2WgjDSFSVRU/y8d0AtD/kYOt0jP+PMwmrZhWPWyWb6jPyLBYOGL+NPKd0MwLXXRQgZBKCcUtqo/fsPAG5AJzT+3LA7c9f9Pexu6H1+J5iiqNz4tzQ3Ydv6VcjM/4jvZtJb169FU+Ny2xCZHxqjTOLBOiaP/Olp1I2e63nfsYg7YbogjH+JQ9jH6Ts3sCbd5YY5AOPvcB/8akRxRFQFA8qLcOBkKwCgT0DG38098jPOdoJw1snGT7Fg0Chk6nkUIeRdQsgbhBCe5RgCYI+wzR7tMykIIXcTQpoIIU2HDx8u4KlmgyevnDoL+X3Yc8XC/eYU2DGyf8+N53/++Pu4+uqr0djYmPf+Gxsb8dXbP4nfPfwgvn7nArQ0N2VtE7Tnbx2T5tUrJL90uX8XidAgjFpxVIWdj+Q37+JmBeM34Qs4TyBBUhhH9i0FwIq+gvb8/W7j9bfWqEFnYvvkPBNCyKuEkI2S/+Y7/Gw/gOGU0kkA/hnAnwgh5QBkj79tvJ9S+mtKaTWltLpfv365TjVQxFUVLc1NOLRvD9SIqrfHE+Oofr2pXMv9ILw1mWHRjWfa4K/ni2XLliGVkk+OAJvA/BhPJ0ExPibT8pRGANwZ9iBeWEUhtuPt1/NXNOaYE4KYwJwm8SBCPhw94hFkDm7Fi489gpUrVwayz4LnpiTPCHeyRMeoS/H8KaWepQwppW0A2rS/1xJCtgG4FMzTHypsOhTAPq/7vxB4d61R6KVGVFz3yU+bkluA/xcql16JX+ocYEwwogfCjWd7APz1hoYGxKIxJLVGFVZarN8JTJFQYrOX0j6kEdwY/4AkeEviEWnBmh/dGo54REW7A3MsyJi//PjBGbXGxkbccP08JJNJPPiD7+VdWS3CTcLbV8w/5wqV/TuSp+R1IVAQqichpB+AY5TSNCFkNIBLAGynlB4jhJwmhNQBWAXgNgC/KMQ5+MWKt97UBw5poP/goaisqjYZ0UnD85P45bC2+LPCbziA70OWt1j06GIc3fYu5l1zta8XK5FI4PeLn8VLr75uivnz+zR9xlWoH+s9Hm+9BislVozb+mJEuZhgg2q4XRpTccTyGSH+WhRyxKPZevsi/ORd9GM4JN8/3LgGN31srm8jDbDVZDKZRDrtr7JahKsVXsCef5CS14WAX6rnJ8CMdz8AzxNCmimlcwFcBeD/EkLaAaQBfIlSekz72T0wqJ5/RydM9gLArFmzsgbOakTHv/gyZs/Mv2iDEIKiiGorX1AUVdHY2Ihly5ahoaEhT10Zua7JrXfdh5n/8JFAlqG1dQn0HjVB/7d4n/70yEO4/DV/nluul9JfWOnCxPwB5vlbURRVA1F5zDWBBBGWkTkjfKzbUyk88rNFgXjpDQ0NiMViSCaTvlemHK7yIn5UT11IXl85pSZvyetCwC/bZwmAJZLP/wLgLza/aQIw3s9xLwQSiQR+8cclWLn8Ld2jffw3D5uMaOPyt3wZfwAoitkb/03vNuGWG67TX4J8XqyiiIqqqRIPJKIEFn+0GhbzZOPfc7N6nNYkmh/DdiHDPqWS8E4Q0gWAs2cfUYnveg5Afq+C0j8SkUgksHTpUl9OjxWEEEQj9lW4gM9+By4kr4N6joJCWOHrgOqptRhVOUn/t3UZN3vWLN/HcEr6NjW+7Xv5qygEkwVdE24w/SYZRVgNj+k+BeC5icZdXFWoEdaisOi+L2L6tPz6ouYy/vlWD8vQIx7J0oApC6B6FXCuBwkqGaso2QY0yPyRiEQiEYjRFxFVCVI2aRG/4+yGNtyZQj5AaPwdYV3miss4P6XgIqzGX/RqZ89uwI8f9L/8LY1HsrjNfpUSRViNi3ifbg4gDiwaaNHTzCTTeP6pP2Lpc08FLrfMEcmzethuX6XxCM4IGj9BSBcAzgV7QcT7xeOIxp+P9ckdzbhm9uzADXaQiEcU2+ZGQYxzrn7WoeffhSAzDNyI9ukRDP9Y9MCtOYXXli4NZPnbI67iyGnzZ0GIZXHY9ZGtrKrGtLH+NHEAc1KWe5rJtgwopaCU+go35PL8g/bWyouiJuNfXpS/pIAIp0ksSBpmXCJQN35yNWZ/6vrAjlEo2FXhsu+CocI69bPuTDRPoLBFXl0eToYhqBdK9PysxUtvvPEGEokEFi5c6MujkjXJCIJeyMHDAVYQEhTLxDhX7mlef9NnEY3FoKqqr1VRRFWgOsR6g/bWepYYxj4aUQJhdAE5jH+Qnr9kX0GwlS4E7KpwAabN4xc5HYnQ8+86EF8oa5IxqKV0cdQQXwuqg5cVshBPaYBhHyA7HACw+xdEyMR6r/mqYs78m7Fz0xos+Ki/0JJTo/sg+esA0Lskpsf9+wa0egScJcKDmmAAudNTFKAjUUg4OWxBVEDnZKV1Ms8/NP4O4EZHqu9z3exAjkEIQWksgtOt7aZY+ZyrZwUWP7UySiIqsW2Zly/EcACfKGdcdRWm+eT4A+yllfXyrayqxg1zZ2F4nxLf+7eLBQftrRXHVPTpEceR020Y1DP/Rj0y2EmEByHgZxwje19BkgcKCaexDKYC2tiHTAwy9Py7ELinIOPJf2b+nMCO06MoohtO7tVePqgssP2rCkGPIiPR2KskOI+TQyaE96dHHsJlPjn+HMV2hi3m/4Xasq4Jr72+TCpMV4g47ag+pYipSmC6NRylMXMyWf88wIm+JFr4VWSh4LSKC2IlH5O8A6IYZBjz70LgS2mrlszEmvpAGRQyrndQ/G8OMcTQqziYJKMIzlqScfyDgJ2B8RvSaGxsxBf+Yb6tMF3QYR+Axf0rB5cHvt8SSRJfVUigYR/ZMYJeRRYKhc7hyZ1FQ+8qqErxoNA1Rq0DURRVsyr1rphUHWiSq6fEGAf9QvUpjePDI6xJRq+S4I0/NwpB9r0VYZeg9jsOTJguaduvOUjDWWjIHIYgE/sAWwnFIgqSQn7nYgj7BCJ57dAwJtfxOwKh8c+BkpiKM1o8XtTxD6Ikn6O8KApVIUhnWEw7Hg2u+pajV0kU8aiC9za8g9VPr8WsWcHlFADD8IgT5e03XhfYMWTU1IjqTzEUMKQE2pJMmK68VwUe/83DQvVw53phnSAzwoUIyZTGVd34q2qwK4tCwqmzXRDXID4rcz5+M/u/JgYZZLFgUAiNfw7IKnCLA4gzi1AUgp4lURw7w/qiBh3yAVhiObVvC+79zCd8yUXYQWQtVVZVo6p6Kq66NDgZblmsOYjq2EQigedffAn/b8mLKO9VgV/+8JumWO2sy6/zfYwLhdIYqyDe9K6RbBw1J/jOUSWxCI6fTenH7EqIqSpaM9nJ/SAm+XhEweZ15nj/nPlsEohFgisWDAqdayrqhJAtm4MsmuEQOxb17REPfP8AsGpFtlxEUCCEmCilQVWucshizT3iwYSvZk6fjlvvug+nThw3xWo3NK0IRBPnQkFRCD7Y+I5JQ36zpLmOX4gGXxay7MyQ1TxEI0ogK3lCCDatbZTG+zvj6ig0/jkg9/yDH8gB5UVQtNHoV1YY489DHH4Lo+wgGoXygI1/VFXQoyiCluYmPP6bh9HS3BTYBKMoBPGokpXYn1rvT7SvI7D5nZUm47N21fLAjyEafD9NzzsCstBLkKG92voZWeQQoHMWwnWtNVsHQFYg5bfhtgxFURUDyotwLpkumJdQCLVEEWVFERw8xf4uxOrlw5Z3TUvqcS+8jCGzgjHQssR+9dTaQPZ9ITF71iw88rNFerLx2quDqUcR0VPLHyXbM+hdANpwISHz/IN832rrEtIG8UFWWQeF0PjnQFFUyVJiLBS7YdzA8kATyTIUQi2RY2DPImw7fAZRVSlIOGBDU6Op3mL1ircwJyDjXxxVcRKprMR+V8O1s2boxmf2rOAneI7+ZUU4m2xHpJMlMXNB5oEH6fkXx1Rpg/jQ8++CIIT1XhU19wvFay604S80iqIqKkpjKC+KFiS5Ne+a2fjJg9/X5S9mz/Yvqc0hC+UFWctxoVAUVVFbV4fKqmqMH9KzYMcZ3a8UkS74vBaaEWX3zHTGZyk0/i5QKvReLQQN82JC1dBeBZvEZkyfht899RxeWfo6brx+TqBercwAFCK3cyFQObgcO4+ew4DywuSOgM6nUOkWsjGVkQny3r9NCKkzriJD4+8C5cVRHD7NGqQWgoZ5MaHQq5cb5s5CTW0dRvUpDXS/Xbly1YqyomhBvf6uDFkOL9jGRjbGvxN6/p3vjDohROZKaPw7FkVRFWP69Qh8kimRvLRdjcMeIjdUxVwYqCjBEjiKomqWRLiiFEYmxC863xl1QpQJDTeC5q+H6ByIqIrJOyuKql2K4x/CPURPvzgaCTw/VWZxEHvEC5MD84vQ+LtALKKgOKaCEKCii1HbQriHGBIIstNZiM4FMe5fiHHmDiKvSflgwzuBHyMIhG6sSwzvXYJjZ5OdslIvRDAoK4rg+FkmsdFV4/0hckMM3ZYF1EbTun+TtPmvHsKoAKVUgkLo+bvE0IpiXDKgR0efRogCQlzVBaEbFKJzQuyjEFQvbhE94hGzrHPAUipBIXzCXcKqXRPi4kNFSRSEsN7DhdJXCtHxKCtiFcqUMkXdQuy/amphpM2DhC/PnxDyI0LIFkLIekLIEkJIL+G7hYSQDwghWwkhc4XPpxBCNmjfPUw6YyYkRLdERFVQXhxFRUmsy/LYQ7jDnq3r8Mzv/wuNjY2B71tVCK6aPg2LHl2Me/7l3wJVzw0ShNLshs+uf0zItQBeo5S2E0IeBABK6TcIIZUAHgcwFcBgAK8CuJRSmiaErAbwFQArAbwA4GFK6d9zHau6upo2NQWvUBgihIjzyTRSmUxBPMIQnQONjY24+uqrCyJtznHgZCs27j2JCUN7YkB5UaD79gpCyFpKabX1c1/uDaX0ZUopbxq6EsBQ7e/5AJ6glLZRSncA+ADAVELIIADllNJGymadPwC4wc85hAgRFBobG/GznyzCpndDJ+NixrJlywombc7RryyOyweVoV8nDh8GGcT+PIA/a38PAZsMOPZon6W0v62fS0EIuRvA3QAwfPjwAE81qahcpAAABvhJREFURAgzLoQ3GKJzgEub87EuRDxeVQiGVpQEvt8gkdP4E0JeBTBQ8tW/U0qf0bb5dwDtAB7jP5NsTx0+l4JS+msAvwZY2CfXuYYIkS9k3mBo/C9OiNLmffr00T3/7jbeOY0/pfQap+8JIbcD+CiAq6mRQNgDYJiw2VAA+7TPh0o+DxGiQ3EhvMEQnQfc0Hfn1Z5fts88AN8A8HFK6Tnhq2cB3EIIiRNCRgG4BMBqSul+AKcJIXUay+c2AM/4OYcQIYIA9wYfeOCBbmcEuisuROy/M8NvzP8/AcQBvKIxNldSSr9EKd1ECHkSQAtYOOjLlFIuiH8PgN8BKAbwd+2/ECE6HIVsdBOi86G7r/Z8UT0vJEKqZ4gQIYJGY2NjwdqadhbYUT3DktUQIUJ0W3Tn1V5YxhgiRIgQ3RCh8Q8RIkSIbojQ+IcIESJEN0Ro/EOECBGiGyI0/iFChAjRDREa/xAhQoTohugyPH9CyGEAO/P8eV8ARwI8nY5EeC2dE+G1dD5cLNcB+LuWEZTSftYPu4zx9wNCSJOsyKErIryWzonwWjofLpbrAApzLWHYJ0SIECG6IULjHyJEiBDdEN3F+P+6o08gQITX0jkRXkvnw8VyHUABrqVbxPxDhAgRIoQZ3cXzDxEiRIgQAkLjHyJEiBDdEBe18SeEzCOEbCWEfEAIub+jz8crCCEfEkI2EEKaCSFN2me9CSGvEELe1/5f0dHnKQMh5H8JIYcIIRuFz2zPnRCyUBunrYSQuR1z1nLYXMu3CSF7tbFpJoRcJ3zXma9lGCHkdULIZkLIJkLIV7TPu9zYOFxLlxobQkgRIWQ1IWSddh3f0T4v7JhQSi/K/wCoALYBGA0gBmAdgMqOPi+P1/AhgL6WzxYBuF/7+34AD3b0edqc+1UAJgPYmOvcAVRq4xMHMEobN7WjryHHtXwbwNck23b2axkEYLL2dxmA97Rz7nJj43AtXWpsABAAPbS/owBWAagr9JhczJ7/VAAfUEq3U0qTAJ4AML+DzykIzAfwe+3v3wO4oQPPxRaU0jcBHLN8bHfu8wE8QSlto5TuAPAB2Ph1Cthcix06+7Xsp5S+o/19GsBmAEPQBcfG4Vrs0CmvhTKc0f4Z1f6jKPCYXMzGfwiA3cK/98D5weiMoABeJoSsJYTcrX02gFK6H2APP4D+HXZ23mF37l11rP6RELJeCwvxJXmXuRZCyEgAk8A8zS49NpZrAbrY2BBCVEJIM4BDAF6hlBZ8TC5m408kn3U1Xus0SulkAB8B8GVCyFUdfUIFQlccq18CGAOgCsB+AD/RPu8S10II6QHgLwD+iVJ6ymlTyWed6nok19LlxoZSmqaUVgEYCmAqIWS8w+aBXMfFbPz3ABgm/HsogH0ddC55gVK6T/v/IQBLwJZ2BwkhgwBA+/+hjjtDz7A79y43VpTSg9oLmwHwGxjL7k5/LYSQKJixfIxS+lft4y45NrJr6cpjQyk9AWAZgHko8JhczMZ/DYBLCCGjCCExALcAeLaDz8k1CCGlhJAy/jeAawFsBLuG27XNbgfwTMecYV6wO/dnAdxCCIkTQkYBuATA6g44P9fgL6WGT4CNDdDJr4UQQgA8CmAzpfSnwlddbmzsrqWrjQ0hpB8hpJf2dzGAawBsQaHHpKMz3QXOol8HxgDYBuDfO/p8PJ77aLCM/joAm/j5A+gDYCmA97X/9+7oc7U5/8fBltwpME/lTqdzB/Dv2jhtBfCRjj5/F9fyRwAbAKzXXsZBXeRapoOFCNYDaNb+u64rjo3DtXSpsQFwJYB3tfPdCOBb2ucFHZNQ3iFEiBAhuiEu5rBPiBAhQoSwQWj8Q4QIEaIbIjT+IUKECNENERr/ECFChOiGCI1/iBAhQnRDhMY/RAgJCCG9CCH/R/t7MCFkcUefU4gQQSKkeoYIIYGmFfM3SqlTmX2IEF0WkY4+gRAhOil+CGCMJrb1PoBxlNLxhJA7wNQVVQDjwXRjYgA+C6ANwHWU0mOEkDEA/gtAPwDnANxFKd1y4S8jRAg5wrBPiBBy3A9gG2ViW/9q+W48gE+BacZ8D8A5SukkAI0AbtO2+TWAeymlUwB8DcB/X5CzDhHCJULPP0QI73idMv3404SQkwCe0z7fAOBKTWWyHsBTTH4GAGu8ESJEp0Fo/EOE8I424e+M8O8M2DulADihrRpChOiUCMM+IULIcRqsNaBnUKYpv4MQchPA1CcJIRODPLkQIfwiNP4hQkhAKT0KYLnWtP1Heezi0wDuJIRwVdaLoYVoiIsIIdUzRIgQIbohQs8/RIgQIbohQuMfIkSIEN0QofEPESJEiG6I0PiHCBEiRDdEaPxDhAgRohsiNP4hQoQI0Q0RGv8QIUKE6Ib4/5m301oWfkOTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = KalmanSmoother(component='level_season', \n",
    "                          component_noise={'level':0.1, 'season':0.1}, \n",
    "                          n_seasons=24)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('kalman_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb50afc8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[1], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[1], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[1])), low[1], up[1], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = DecomposeSmoother(smooth_type='convolution', periods=24,\n",
    "                             window_len=30, window_type='ones')\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb577f88>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[1], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[1], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[1])), low[1], up[1], alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MULTIPLE SEASONALITY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate sinusoidal timeseries\n",
    "\n",
    "np.random.seed(33)\n",
    "\n",
    "data1 = sim_seasonal_data(n_series=10, timesteps=300, \n",
    "                          level=0, amp=100, freq=24, measure_noise=30)\n",
    "\n",
    "data2 = sim_seasonal_data(n_series=10, timesteps=300, \n",
    "                          level=0, amp=100, freq=24*7, measure_noise=50)\n",
    "\n",
    "data = data1 + data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = ExponentialSmoother(window_len=20, alpha=0.3)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb5e9bc8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = ConvolutionSmoother(window_len=10, window_type='ones')\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb65e8c8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = SpectralSmoother(smooth_fraction=0.2, pad_len=20)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb6c7a88>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = SplineSmoother(n_knots=30, spline_type='natural_cubic_spline')\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('prediction_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb736948>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = LowessSmoother(smooth_fraction=0.05, iterations=1)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('prediction_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb7a5d08>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = KalmanSmoother(component='level_season_longseason', \n",
    "                          component_noise={'level':0.1, 'season':0.1, 'longseason':0.1}, \n",
    "                          n_seasons=24, n_longseasons=24*7)\n",
    "smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('kalman_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb817a88>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# operate smoothing\n",
    "smoother = DecomposeSmoother(smooth_type='convolution', periods=24,\n",
    "                             window_len=30, window_type='ones')\n",
    "smoother.smooth(data)\n",
    "\n",
    "## with multiple seasonality\n",
    "# smoother = DecomposeSmoother(smooth_type='convolution', periods=[24, 24*7],\n",
    "#                              window_len=150, window_type='ones')\n",
    "# smoother.smooth(data)\n",
    "\n",
    "# generate intervals\n",
    "low, up = smoother.get_intervals('sigma_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1cabb890908>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the first smoothed timeseries with intervals\n",
    "plt.plot(smoother.smooth_data[0], linewidth=3, color='blue')\n",
    "plt.plot(smoother.data[0], '.k')\n",
    "plt.xlabel('time')\n",
    "\n",
    "plt.fill_between(range(len(smoother.data[0])), low[0], up[0], alpha=0.3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:prova]",
   "language": "python",
   "name": "conda-env-prova-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
